{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Elastic wave equation implementation on a staggered grid\n",
    "\n",
    "This is a first attempt at implemenenting the elastic wave equation as described in:\n",
    "\n",
    "[1] Jean Virieux (1986). ”P-SV wave propagation in heterogeneous media: Velocity‐stress finite‐difference method.” GEOPHYSICS, 51(4), 889-901. https://doi.org/10.1190/1.1442147\n",
    "\n",
    "The current version actually attempts to mirror the FDELMODC implementation by Jan Thorbecke:\n",
    "\n",
    "[2] https://janth.home.xs4all.nl/Software/fdelmodcManual.pdf\n",
    "\n",
    "## Explosive source\n",
    "\n",
    "We will first attempt to replicate the explosive source test case described in [1], Figure 4. We start by defining the source signature $g(t)$, the derivative of a Gaussian pulse, given by Eq 4:\n",
    "\n",
    "$$g(t) = -2 \\alpha(t - t_0)e^{-\\alpha(t-t_0)^2}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from devito import *\n",
    "from examples.seismic.source import WaveletSource, RickerSource, GaborSource, TimeAxis\n",
    "from examples.seismic import plot_image\n",
    "import numpy as np\n",
    "\n",
    "from sympy import init_printing, latex\n",
    "init_printing(use_latex='mathjax')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial grid: 1km x 1km, with spacing 100m\n",
    "extent = (1500., 1500.)\n",
    "shape = (201, 201)\n",
    "x = SpaceDimension(name='x', spacing=Constant(name='h_x', value=extent[0]/(shape[0]-1)))\n",
    "z = SpaceDimension(name='z', spacing=Constant(name='h_z', value=extent[1]/(shape[1]-1)))\n",
    "grid = Grid(extent=extent, shape=shape, dimensions=(x, z))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DGaussSource(WaveletSource):\n",
    "    \n",
    "    def wavelet(self, f0, t):\n",
    "        a = 0.004\n",
    "        return -2.*a*(t - 1/f0) * np.exp(-a * (t - 1/f0)**2)\n",
    "\n",
    "# Timestep size from Eq. 7 with V_p=6000. and dx=100\n",
    "t0, tn = 0., 300.\n",
    "dt = (10. / np.sqrt(2.)) / 6.\n",
    "time_range = TimeAxis(start=t0, stop=tn, step=dt)\n",
    "\n",
    "src = RickerSource(name='src', grid=grid, f0=0.01, time_range=time_range)\n",
    "src.coordinates.data[:] = [750., 750.]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_SKIP\n",
    "\n",
    "src.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now we create the velocity and pressure fields\n",
    "so = 2\n",
    "\n",
    "v = VectorTimeFunction(name='v', grid=grid, space_order=so, time_order=1)\n",
    "tau = TensorTimeFunction(name='t', grid=grid, space_order=so, time_order=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now let's try and create the staggered updates\n",
    "t = grid.stepping_dim\n",
    "time = grid.time_dim\n",
    "\n",
    "# We need some initial conditions\n",
    "V_p = 2.0\n",
    "V_s = 1.0\n",
    "density = 1.8\n",
    "\n",
    "# The source injection term\n",
    "src_xx = src.inject(field=tau.forward[0,0], expr=src)\n",
    "src_zz = src.inject(field=tau.forward[1,1], expr=src)\n",
    "\n",
    "# Thorbecke's parameter notation\n",
    "cp2 = V_p*V_p\n",
    "cs2 = V_s*V_s\n",
    "ro = 1/density\n",
    "\n",
    "mu = cs2*density\n",
    "l = (cp2*density - 2*mu)\n",
    "\n",
    "# fdelmodc reference implementation\n",
    "u_v = Eq(v.forward, v + dt*ro*div(tau))\n",
    "u_t = Eq(tau.forward, tau + dt * l * diag(div(v.forward)) + dt * mu * (grad(v.forward) + grad(v.forward).T))\n",
    "\n",
    "op = Operator([u_v] + [u_t]  + src_xx + src_zz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/latex": [
       "$\\displaystyle \\left[\\begin{matrix}\\operatorname{v_{x}}{\\left(t + dt,x + \\frac{h_{x}}{2},z \\right)}\\\\\\operatorname{v_{z}}{\\left(t + dt,x,z + \\frac{h_{z}}{2} \\right)}\\end{matrix}\\right] = \\left[\\begin{matrix}\\operatorname{v_{x}}{\\left(t,x + \\frac{h_{x}}{2},z \\right)} + 0.654728501098655 \\frac{\\partial}{\\partial x} \\operatorname{t_{xx}}{\\left(t,x,z \\right)} + 0.654728501098655 \\frac{\\partial}{\\partial z} \\operatorname{t_{xz}}{\\left(t,x + \\frac{h_{x}}{2},z + \\frac{h_{z}}{2} \\right)}\\\\\\operatorname{v_{z}}{\\left(t,x,z + \\frac{h_{z}}{2} \\right)} + 0.654728501098655 \\frac{\\partial}{\\partial x} \\operatorname{t_{xz}}{\\left(t,x + \\frac{h_{x}}{2},z + \\frac{h_{z}}{2} \\right)} + 0.654728501098655 \\frac{\\partial}{\\partial z} \\operatorname{t_{zz}}{\\left(t,x,z \\right)}\\end{matrix}\\right]$"
      ],
      "text/plain": [
       "Eq(Vector(v_x(t + dt, x + h_x/2, z), v_z(t + dt, x, z + h_z/2)), Vector(v_x(t, x + h_x/2, z) + 0.654728501098655*Derivative(t_xx(t, x, z), x) + 0.654728501098655*Derivative(t_xz(t, x + h_x/2, z + h_z/2), z), v_z(t, x, z + h_z/2) + 0.654728501098655*Derivative(t_xz(t, x + h_x/2, z + h_z/2), x) + 0.654728501098655*Derivative(t_zz(t, x, z), z)))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Operator `Kernel` run in 1.09 s\n"
     ]
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "op()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TSnb2OFfbC2tCNgzpueqrHWaShxCdSHRvfjNceilccQVctOIQbN0Kd/yUI3v2APBHZzly0k9z6jGGS36/As7fupXzt24FYMGll3Lx+9/PxTddx2+vWMwzz8CePbn84Q9LLYlvCLe+ZD0aHaW9vcg35VWqPH9zgfQClXaOY7rJzg4iNiqsl+wkJMPYqIyNDiR+roiaGlFbN26Ey2qOwEMPwSd/RHdjI88Dz5vynPSTzAwcQSYh3ev8v2DPHi7Ys4fSH/2Iiz76US76xAf49boF7NgBe/eG2L9/KX195kMBbgDzUUZGRunsLBmXzNQ7HaUXc4H0AsI7CSil2oEB5PMa01rXKaUWAD8FKpB5Ld53ps5Nmw7ZGfUV5LejQ2x1hux6eszYVyOlyKiI3FwJM6muFtV140a45hrIeujHcOcP6N21i98hk//OvO40dRjiNs9Y19jIhY2NRB59lMs+/nHWfeVDPPYY7NgBDQ1FtLaK02JkxJb4htAaurqKiMWyE6Q88A8MN8gk6c1EBIR38vgrrXWv9f8O4Bmt9V1KqTuc/5/J0L0yiumW7GxbHbiOifFkZ4Js84Eili4NUVcnW9avF6Jb2f0s3LSZ4fvuowFoAI6ddOlnF8YQ4tsP1O/aRf2uXeQ98wzvvekmau+4mMceI+7kaGoqoasrH9exIXXb01OEN/rMj+hsZIr0ZlqGlUClzSyuBtY76z9CNJQZR3iZSgaQSo01hNflTFzpT3ZGhS0gNzdRdQV417qjsHkzfOc7/Lm9nb3A61MueXJEgFIkWHgBUIwMTjPpBUytmex5USRAuR9RRw8B3YhLIdM4htj4WoF1993Hml27WPnJT/JPN91EdbVIeK6qG3JsoiZY+agv6cH42ddseElvKphJ6m1AeCcHDfxSKaWB/+1MsL3Empu2G1iSgftkFJkcH2tUJDsBgE12RoUFL9kNIbQhZLdoUYjaWnFGvOc9UNX7rJz0iXs5+tBD7EWknEwhAjgDvqgCygsLRZxct07iXGprOcIC2tvhj07CAuNtNgiH3YH8FRVQwxEZMtHUJPEku3fz6sAALznHt5IZInwd+BlwYXs76z79aYqamnjXrbcCUHnrxZx9tpSrubmInp483LoeoqengGTjDPyIz8y1aycb8B4zGcwE0gu8tCePdVrr15RSi4GnlVKt9k6ttXbIMAFKqZuBmwHKy8szUIxTA68K5JfxxE4A0N3tBhODm+nE9cLmolQRlZXCMRs3wvXXQ96DP4R77gGgtaWFX5MZqa4GuABYuXw53HCD3Ax4JXw+/75D1MK990BX12GgA9iHUJSxi3mzsLgeZKHQMuDNLF16OevW/Qvr75Jn2jD4RwA2PPwwPPggr3R08DxTn6X9d0iQ82UPPUT1frla1W238alPfYylS4X0mppCtLWF0PooJli5t7dg3Ny3ublCbn4Th3vXYfbb9JRKczStHtd9Zy2UzuDDKKXuRLSbvwfWa627lFJLgd1a69XJzqurq9NNv8uk7JIaJyvd+Ul2JrDVHj1hSM32wppsIRJ6YlIi5REKhTj3XBGqNm2CK2sPwb33wl138WvHsr6bqTklKoGLgZW1tfCpT3Hs2o+weTM8+CA0Nh5yjnoO+APwIplTRiPAauDNwFsBWLt2MTfcADfdBPMfeQC+/W1eaW7mWSQo+mSRhWtDuSw3F+64A269lV82L2b7dhE2X3jBJF+Qus/NDVFaKueYbDFmMVLrWWe5c2qY2dP8Jh8/uTKfWilPZWc/p7WuA6jLytJNaRZcjYzEz5vtmNL3SSlVAGRprQec9SuBLwGPAx8F7nJ+fz7VgmYKmchrZxOeneJpaMjNpmRCT8zS0yPnmNEAosLKAP916+Dqq+Gi/D/CHfdw9L772I0bZnIyyAIuA9bn5sLnPgef+xxf+0YW3/0cdHz0eeDXiNtjKOV1poZeZ/lNfEtjYwGNjfX84z9exvLlH+GWWz7CZ54bY+VXvgJf+Qq7R0b4NZMn+DHEtgfQPzLC+i9/maLOTq687TbO+tD58bx4ra0henpyMSMzZN1/Xl2z2FNP+mXHOlmcdtU23cLH39nZj6kK5EuAbY5onAP8RGu9QynVCPxMKfVx4C/A+6Z4nwABAmQSSs1uffwkMaUn1lq/gugr3u2HgSumcu2ZBm/gKoyfMtHrmTWSXX+/OwMZgFKiStXUiI/g2muhqvvX8NW7ef2JJ/gVJ6feGWfiBqBu1Sq4+26ejbybL38ZdmQfAJ4EnuH0jKY1GHLK8AwdHXnccccV3HHHO9m48fP8f7s/z/rex1l/++00vfwyO50zoimu5ofnEd/35ffdx7LeXi66/XZKbrwsnvl4//5suruz0Xok3i79/aKy2vPp2qntbftdsuzJswpZWckn+/DCzP95BmC2NdOUMFXbnYEdtOpHdiYRQG9vYmJKgFAol6VLE8muvOX/wje/ySu7dvErxmcamQhZwEbgwmrH5/rd7/L44OV85jPQ2roHsSi8eBJPPt0YRkj4SXbsWM2OHVdTXf1uvnb3u3l3+FfU3XILAL9rbWUHk1Nz2xCivPyJJ1g5OEjVpz/NDTf8TZzM9u+Hrq7cOOENDsr23FyX+PwILyfHbf9MODBOm1obSHhnNjJlu4vFXGnNpGY3hNfT40p3hw8nph03g9S9kt2ypsfhX/+Vlxoa+BUSwzMZ1AMbCwth82Z+FRHLwS23QGvrbmSwy2Tp83ThReDrtLb+hKuvfj/V1Zfz3e++AMDlvT/jwptuYsfAAA2TuGIn8Evg8l27qDp+nPLPjnL99e9OIC/jPTcfLkNy+fnya0t9xoNrYM99OytteQHhBfDCq8ra0zqYzLp9fcTTjCdOfC3HmVg1SE52O5GA3XSxDLgGWPzP/8zrt32dj38cduwwbo6fMDMlunTQCXyT1tbtXHHFBwHYuPF9/KD1fWy851+44Bvf4DHSD9HpBlGNGxqo+td/Zdln4dpr3z3uuN5et30HBqQNjaMjP98lPjstfDQ6XiucNRySYQlPKbUR+DckwHGz1vouz/55wAOIu/4w8H6tdbuz77PAx5GYof+htX5KKbXcOX4JEuv7fa31v021nLOleaaETKqydjJPIxUYojNZUPr7hQjN/AkLF8K558o569bJMLFl+38Jd99NW0MDu5kc2V0OXFZdDT/9KV978nzuOPso8EPENjZdMOMs8jzbTU66yVraJsKLwBcA2LHjCs4++2PcddfX+cwfbuDm97+fX7e2xr2yE+EQEtqT1dBA5d13s+xzIa655sqE9n3hBZHKYzF3MqV581x7ni31mfY36u2sVG0zSHhKqWzgu8A7kC9Wo1Lqca31n63DPg70aa0rlVLXA18D3q+UWgNcD7wJ+Y7vVEpVIUOpP621fl4pVQg8p5R62nPNSWNOEN5U4M2wYSQAcFVZI+HZk8kYsjvrLFi1Ci66SM7ZtAnK238N99xD5549kxomtgCR6so/9Sleve1bXH897Nv3DPAgmYmdCyEf1MXObzGSaFSmdHTnsjWjFMwE2yO4Uy8eRQaZHUSo5iBTJ8NngD9wxx038POfX8HDT73AZff8ExXf/jaPkV4arNeR7CuhPXsou+ceyu8IsWnTZeOSCLzxhpuVOhRKjMEzxGePvMjU6ItTjsxKeBcCbY4TE6XUw8jwUpucrgbudNYfAe5VEt5xNfCw1voEcEAp1QZcqLXeB3QBOGFvLwBne645acyW5jlpZEK6s4eOmYSS4A4js1VZo/Lm5Mhk0BUVMoLiHe+Qc6qif4TNm+l98kmeRVLJpIM1wLVA1qOP8pPoe/nQOaPA/0aM/ieLc4AVznqZsywDFhMKFcRHKnjnprWROCetO25YkpgeQqimE9eWeACJVJoseoF72LfvRc455x/48Y+/xQcfXcetf/u3PEJ6vaAdeBa4/MkniUQiVN1ezDvecT4gbToyIhO2GencZKc2z15Y6BKhefacnEQChFki5SmVvpd2YpyNDMsx6AQuSnaM1jqmlHoDWOhsb/Cce3ZiUVUF8Bbgt1Mt6BlNeJlyVNhDx44fdx0RhuTs2ceOH5eXPRwWB8Vb3iJq7AWRV+Wke+4numULvyP9T9VlwOXV1fDzn/Mvm6v4xjcOAP8HaDmJpzoHGf1QCax0/sPy5aH4dI5mpEEk4k7Gne5E3G5YTgGdnStob1/hzPpopLy/IEne2xC1dbLk9yTQyYc+9Pc0//N7+fqLL/K+q6/mV62t/DqNs/+MyKuXb9lCKBLhgttuA6B/XTnRqEjx3d2JbW1Ir78/kfRtby5MfeQFnELSm5yEF1FKNVn/v++MmZ92KKXCwKPAbVrGBk4JZzThnSy80p2ZB8GMprBVWpvszHmhkJCdyWN3ef0xuPdh2bl5M02kN4riXc7vhe94B2zfzvtuyGPr1kaE7LpSnOlFHjKKdg2SLmA1q1bJXBhm4p/KSncibkN280Nj7gTcdspgG3b8hjMh97Fo1rgU9m1twhJtbavZv381L78cRQivFaGh/aQfH9gC/Cvf+Mbf096+lp/94Q9cvmkT4aefBuAXE5z9PKKor9u8GTO27PJbb2VwcH78YyZDAF311pCeGUIIbhiL+RDYkt2MH2c7OcLrnWBo2WvAcut/mbPN75hOpVQOcBbivEh6rlIqFyG7H2ut/yPdwqbCTG6SKSGT0p0txRjSA5fwDCfEYmLYLi52Vdn164Ft2yQ7MfDngQGaSZ2VOAex1dVcdx0ARzf/jGs2wq5dzyDZttLNpRoCap1lDYWFK0wSlPiE3BUVcmRpKcyPHXXF1s5BV8w5cSIxa6YXxnXpDDadHwpRHg5THimGymKO5RTFwz/a280E3CGam99MU9ObGRg4gJBes7OkY/PrAr7D1q0f5fLeK3jssV9y4U0SljN/61YeI3kdx5y7LBgYYI3TLpx9Nuuv+lCCWaK/PzHW0iwmxKiw0H0nvA6MGS/lZdaG1wisUkqtQMjqeuCDnmPMcNN9iHXmV05ikceBnyilvoXYU1YBv3Psez8AXtBafytTBT1jCe9kkUq6s+PuwO0Ax4+7X/RwWCSlmhqR7or2PwuPPsqh5mZA5ppI5V4IAe8G1nz4wxz8xgMAvGcj7Nv3S4Ts0pHqs5GcKLXAm1m06Bzq64WAa2qE7CoqHIIzTNTcm/hAJ07Ir8mF7q0YSOwwZj07243jyM+HcJj54TArnbiclXWl1NcX0d4Ora0SANzUtIKGhhX09NQA5yF09DzuHBXJ0Af8kF27Rtm48Uq2bfsZADWhj5C1ZQuPk5w6e5G2iDjtsvjRRylasYL6+ovjpAeu5G7UW7OAvAvGazvrpLwMEp5jk7sVeAp5+X6otf6TUupLQJPW+nGEvLY4TokjCCniHPcz5IsXA27RWo8qpdYBHwZalFLNzq3+p9Z6IgE+JWZqc0wJ0y3d2YRn7D5Gq4tERHKqrYWq8Otw/3bGtm2Lp0FqTXrXRLI7cs8DXHeNbHc9sRORnaOfciFwAYWFq7nkEnjb26Q8NTVCdFndr0OrJ8FdMtU11cBxv325uVJJXlXXEvHmRyKsKS2l+ppl8Tl06+pg375z+M1vzmFgYDXOh965aKqBdkeBB9m3L5vrrpPRjI899gBrACYgvVbEHw2wfts2sqqrqbq1gu7aZQmkZ3vobcILh2e5lJdBNnaI6BeebZ+31qPAdUnO/SrwVc+2vUjavozijCS8AAECTIDJjKU9gxAQngU/rc0eYWFGT9iBx2bdsddL1l9HneXhnbB9O60Qz/ibDHmIk2LNe97D8OYHuPFa2LPHpFX6KantdkXAWmcBeCtve1uIdevgrW8VT3FlJWR1vgpNnowGx4/LKSbWxuuUsMdPTQZ2AKNt6c/Pl/t3dZG1qJOVpaVUbCqnuhpWr4bzzoO9e1ezb985gEkM2+gsySTcPuCn7NkjHfjGGy/hkUceYM3gILFt29hOcneIaZdSYM327VBdTf31H4kLv6b4kCjpm/9GrTWPOm/eLFFrg7G0sx+ZnKMCXPvd8eNu/J33hY/FXLPVkiWuOpvX9Czs2EF/SwttpB4jm4VkODn/0kth82Y+8Ql44okWYJtzRCqP7GqE6C5k6VKJqduwQUJh3vxmIZD5/a9Ds5PRwOhd5jN7AAAgAElEQVTkxj6XKsGbX57zZLDnPfSbGccQ6uioayMcGoKeHrJ6e6kqLaXsqmVUVEgdVlaG2LnzEnn6rmXAUoT0kg2Z68LU1xNPFPGJT5zHDzdv5vzeXqJ79iRNPmDapQ1Y1tJC8Y4d5FVWUlt7Mb29Lk8bO623/e1wpVBIHi8319/MOVlM68Q/AeHNbfgNI7MDje1YM9u2Y0xVxcWwfLk4BFYWH4FH9sLOnbQxcXDxOuDCigq4916+dO8C7ruvC3FqpRoPm4c4JuqBtaxdW8SGDbKnvl5ItzxyTNyi3d1u7IzdY8Gf1OwBo95O4SU+7wSv3ok+/I4ZHXXFJ1PB/f3ML+3novMqWLp0PqWl4vwB2LlzBY2NC5EMyiWIQ8NPZjP19Tj33RehomIpn7/3Xi68+moG29tTxum1Iy7Cup07obaWlTdVU129gN7exNRe9tBC47G13xETiDzjU8EHhBcAEoeR2VqZIUBvdIaxy5eWwn/7b6LOsm8f7N5Nd08Pr5J66NMFyNhYvvlNfrL/fO68EyS4tjHFWREM2eXmrmXjRgl/qa+XvTU1UDT4Ouzv9FdfbdIyKqth7nRILxmSkV0yJ8jIiOsZOn487gotLyujeP2yeMIFSbdexI4dVzAyUoSo8M+T3N/dCCzlzjs/RmXl+Xzwm9/k8r/9WwZJHv94BHgVKOvpoXT3bnjTm6h529/Q1ZXIzfYjmG3mEbzvzmSq7rRgRhduenDGPHGm1FlIfIFtKc+otrbAEgqJdFdWJmNmFwy+Cr/9LezdSyepx8lWIdIdX/wif6x8L3fdAFo/iYy0SRaSUYaosPWUlKxJILuaGjkiq/0VifY1aVtMHJ1NbubXS3Bmm/dY77pfxXkr0SY7LwHax5rf/v64O7SoLEp9/UrAHdoWDsOOHWvp6ytAxvY24p/+ahRoQOul3HXXO6l58L2c/8Uvsu4LX2CQ5PZUMwiudO9eqKtjwXnnsWpVOYcPu8HHhtAgMUzRvCfGnme8tZmQ7qbFYxs4LeYm/MxNZruX9LwmL5MvzahfNTXA9iZoaODQwACvk1y6KwXqgAXXXQef+xx33wgtLS8inTiZza4Sya5Tz/LllXGyq6uDqophaGuXwwzZmd4I40nODhaG8RJdMunOb2yZ339bqrMJzw5i9o68tx0nsRhZzr7zqysIhfIs0ltDR4fJ3PIc/mErXUAjLS0rufvu1Txw/+dYsH8/dVu3chR/m+oRhPQODQywuKEBamup2VQer04zxNB+VHtOE/udMdXqrZYZI1QFKu3koJRajbgPDVYCn0dSbPw94ExbM/VgwYmQ6Qm1/dRZv1FV8+ZBSYkQXmUl5HW+InOyNjbGJ6L2+y6HkZDgqooKuO02/v17WWzZMoqQ3YEkJXSdEytWrOCv/1rIbu1aWFl6TMjOxLoZsjOiiJfkzP9kU3Cd7OBQP8nNuy0/P9FhYirY/DdODc91qyoqyMmZT3a2FP2ppyo5cCAbN4OLn73zANDIli2V1Ndn8//cdhtVjY0ccSYz90yxyxjSZt3A4sZGqK8nr7aWysqVca9tX994/4z3HfGqtZOpwmTIuJQXEN7koLV+Eem3Jh/Wa4ib7O+Ab2ut785ICU8x7BfX2O28ZiijCZhA47IyZ0zqjv3Q3MzR/n568Q+iyEFGtNYCfPKT/DF8MfffD6LGeqdINLa21YjNLgnZ2Y4JSCS7efMSpTmb9LzkZv832/zW/eCNxbC3e4nPSHamkm2pb3TUn/SAlRUVsHZ+/P9TT63gQPz7YJOeYaReZ1sD999/Ces2X8z5n/wktZ/+NEcQe55XwD/qnHW0v5+i5mbYv5/KjSvjUp5ty7Mfz0h63vdnRnPKjC7c9CBTT3wF8F9a67+kPbnvDMBE6qxX0jMwhGcyGZeVQV73qzJWqrWVXiQj3DGfa69ECC/0nvfAjTfy4F3Q2NiHdMyD1pEhZLQByHCrt7J06Qo2bIBLL5XYupVlw9DeSULQmIFXbTXrfpM0GEwl7YfXLWl+vWqrXaGGPXJzxxOffR2Tdyonh5UVFcRieXFe3L59BV1do4h8Zj4QL+OOrzgIvEhj4xoefLCEr99xI6G9e1mzbRv9jLfnHUParhcoctozr7aWsrJyursT5yfxCrLed8ar1tpVctoRSHhTwvXAQ9b/W5VSHwGakKyl6Y52nzQyoc4a2AZp899rc7dTJBUXizpbUQE0tEFrK2Mvv8wRRF2yFZBlzm8VUFFaCjfcwC+bFvDEEyDDCLuQTpqHGOTLEGoEeDMlJZVs2OCGnFRVjrlkNzCQSCq2FJds+i0/sktXovOT5Lz7vRKfbcSyK9b8N8RnYju8JDkwEC9jVWUFsVhW3Ha2fXslfX3DJDp6OpGkpFGnbv/ME09cwoYNC7jyhhuo2LeP3u7uuFprnEtjSNsdASpefpms1lZoa6OivjxByrMf36vOGhjyyxSvZFStDQjv5KCUykOGgH7W2fS/gC8jeei/DHwT+JjPeTcDNwOUl5d7d58yeF9es+61zYD7fhQUyK+ZnX5+9Eg8DUg/0mGGkYDiLCRTcYVz7SqA665j7Jr3sv02aG3tw+2cuYgJdAmixp4HQCi0Ju6cqK111OdOS7KzbXXm17bRpSK7k1Vh0z3Ge6xXpbWJz5CdSSroZQ9L0qusLE8Y2/rkk2uIRk3IiyE+IzEPAZ20tvaxfXsJG+55L1m7d1P1ne/EnUrDCMllOeuDiKS3oK1Nxv/WHqG0VOLyjLZthgybx0pGfJm05WUMc9RLmwnx6J3A81rrgwBa64Na61Gt9RiSuO1Cv5O01t/XWtdpresWLVqUgWIECBBgUvD7CKbSAs4AZOJpPoClziqllmqtTVzFeyCeKGTGw2tw9mpspv0LC+V/cbEMJ6OzUyS89naOIkrUGKKchpEQlArnGkXnnQebNrFjB+zeDRLuehiRSsJIUO0KRMITlfZtb0uU7vL6D7nSnT1Jqh1TZ0t1yex2qSS6TL7otrRmq7teKQ8SpT3vSI2RkbiUlxcKUVm5OCEJ665dxgRwHKnPbMQNMYrU8avs3l3Cjh3wrk2bKNq9m4oWyRp9FGmzYec36mxb4LQrnZ0sWbIgrtbaxbLhlfRmrOMiUGknD6VUATJT0T9Ym7+ulKpFVNp2z74Zg2TmJwPzMptfE4drEnyCzEa2ZNEYNHXEPaVRxPOXg0tfZbiEx8aNjG24kt13QEvLKKJ2DePa7pYizorVvOUtclOTx66yEopyjgnZ2fNF2g4K8Cc5o75MJsYu2bZU8As4m8iQZQjOHoVvX8PryIhGobeXooowlZXz4zlL+/ulvn7/+9XIxEKjiP1uBKnjg7S0jLJ7dzYb77qSrI0b44R3xDniKNJ2MRy3R3c3To56ltTUsHBhVpzwYjFRb8274X1nUlXRaeeagPAmD631EDIRh73tw1Mq0SSQaYeF+fWz69m8YQhv0SKkQ7z2mpDdyEjcN5iH+FkXI4SXt9bJZLJhA3v3QlMTSGccQiSRIsR+JxPrLF9eQm2tnGLIrrQU6OxNHNBrj4iwSS0du10mCG6i89Mhu1gskey8DWDHgZj/jqRXWlZOZaU7lwZAb28JHR0rEEkPxBqXjdR1F01NZezdC5dt2ECeiNmUNTbGHRjGLRAFoiMjhKw2XrRoGYcPy/5BbyAf498jb/aUqSJjjouA8AKk+jKbdyMcdgkvEgHanHRLPT1xVTYLmE8i4bFunZxUX0/TZklzLmmNRp0jjXS3klCoLJ6wE9yJdbJ6DyWGn9jE5SfFTdZRkerB04WfHcC7P51rGgK0z/P+Hxwkq/cQZWWL6e1160vmBy4jGo3iqrZmSsk+2trKaGqCy26qj7dLWWNjXMqLIm1oVNuQ0750dxOpXBZvf9tjmwwme8qMQ2ZnLZs1mNOE5+1D3n2QmPnC5LwzL3xRaFh61+HD0N8fD2LNQyq2GLHfsXZtfGT/S91FtLaK2U+6k5Huwgg1nsNb3uLOOQFCeHKvwURVFsZLc6agfiSXDtFNh4Tnt9+P+Lx2PTvZoPlvi1COpFdUXExFRV5c1ex2kjlLTr3juMEm2UCUzk4JmXypu4gqk3Fh7VpKGxuJIvKg0R1iIMx2+LCo0TXDFBfLZOThsFsM24Tq907NOE9tIOEFAP+X1XDFvHnuIHYAy3gEQ0Nx6S6EVOwCYHFurutxQDpaezu4M84Z6S4ClLFiRW6c7Ex6pEiExElv7UJ5HRN++8w2+9d+uOlEMgJMRXwGRgIxrOK18Znt/f1EIovj9VVZaWZMy+XAgTLEhteLCVfR+ijt7fLhqTJ2g7o6Fjc3c3RkhDGE6IyUx9BQQluHw5IYPhz2HRAy7lFnJALCC2DgjeE1qm5+vsTgGQmPbmtiWkcaycNVZyMAb3oTvOlNDFdUAdC23Qx5HcGV7vKBpRQWlrB6deLcsADzc4bHk5359ZPwJlJj/f6nQrrHptPDbaKbzLXNbDl+94xGmV88TCQikldZmdTh6tVizxsYMOcdR+p8hO5uMSsMb5R2yXPaKdLcHFdr88w97El3+/spLhXCKyhIDIO0VdcZTXYQEN5sQyYdFl54+cI4Qc2kLXEJz56jEZEIjDobBopDITj3XDj3XNrb5ZTE4UkhJNi4BKWWxmcTq6hw54eN3yeVdJdMfZ2szS7T6qxBMrHZ3meHqyRDMseGQ0iRyALAHf3S1SWaaFPTUrQW+50ZfjY46DpgAaqcdipubeVYNMogbuA4kDCDjz1N49BQYviJt+qnAxlxXASEN3cw2a+vPWAhHIasqDNK1p6jEanMEO7oClatihvjOtvkFBNRIkcVIBRZEic6m+zmh5yXuj+FdOd1WNj7vMf74VS89N4QFb99dmyenzTqJ93Z14xGmV8s9RWJZMVJzzG9ceBABCE7GQPjRLY4tlSoqqyUtlq1igVOqMoYVgcxMSiDg/H2D4fnxydlOxnfzmnlm4DwAnhheMRETZj8dwmTGpgBk9nZcXU2DwgVFroMVlZG9145xZXu8uO/ixaF4mrs0qVCdsXF1sF+6p8f2U3GQXG6XnavZGdvT8YCpgEmIj2nvoqLi4hEpC7LykyMdoienhJErZW6N1IeAOvL4u0Vam+naGAgHh1JdrZc305+B8yb5xKecVzMGg4JvLQBwH1hbe+s4ZRQSKQ9Bj2z+OTkQGEhof5+coC83NwEsjvYk5XAXTk5oFQICMWzJZeVyagNQ3bhMNCfJCDQLpQfySUju5nUG/2kPkN63v3mGNtb6z3XUnPDxVKHkYjUaVmZCSEJ0d8fSriVaZeDPVksKXNJL9zayvDIiHSQwkL3BIvw8sPue2E/lvHWzqTqHodAwgtgkJOT6KwA98UOhYDe6PgTQiGyCgvJGxmRiGTDYqWlvPFGYpBqQYFrnzPZkktLRSJZuFD2Z8WGkxPdRDY7+/hk/yeLic6fipXej+j8pD2zLdWIDKTuCgryWLhQ6tSJGkq4pEkAYdrljTdgiWkMhyHzenoSh+kZOIQXirjvhF0Ue9DLjEVAeAECBJgzCAhv7sAWKFIdY1QTo96GQpCXMzZ+oLsZb2bGe9piWyTCYGfiGH+TfCA3Vw4xSyQi+woL8Y+Knsgrax/nPW+ymOw5ftLYZM/3SrSTDV2x2qWwMI/CQjeFlwljBGkLo6WadhkcBMoibtv19bkvQHGxK+VZ7ZKXM0YolEVOjth2R0fHT9GY6nFPO2ZEIU4t5t4Tp4B5Wc17nZvrxlaFQs777yWi7OzEaOTsbNGjDIsVFxNtcw833GhUIZvszGVycoBoktD8VGQ3FaLL9Mt/MgToF6pi/qdSdb33i8XICbn1aUjP9jV5bW/RKG5G19JSd2Du6Kh7Ie9QiliM7Oy8uEprx+GZZplo/vLThkDCm5vw62N+AlNOjuOw8Eoh+flur7JZbMkSKC5mmLyEzmACl2MxOc2QXbFjaJ83z5EikxU0U2R3ql/2yRBgMmlvItKzkJczxrx5WfF6jUQSJ9DOyZG2MO0Si8EweeSZnF+G8KJRl/DsSY+ck/Lz8xgaGm/HS8dRfloxRxOAzrRmOKXw05pGRxNfWFtrzclhvHRnxpsZ16ohPKen2cNBQVQp4wwJh8VJYQgv7gW2C+hXaC/JTYbsZkrP835p/PanIr1U13SQn+9K1JGIGzJpt4VXysszDFla6m7MyZHGmjcvUWSLxRJ8KHYRzK/XgTFTqj+Q8AIA7vtsXmJbNRHCw31R8vOl15ixZqY3LVwontpQKN4RTMcqLnavWVAghxmujKuzyYJz7fWJSC/Z+TMNHokp5T6b9CYiv1iMnBx3LtviYlfCM4P+zfcp4fahkDSKPUVZTo5coLBwnJRn3g0/CW/GqrMGM/m9mCbMvSd24CdApDo2IcWPOdhOn2IuaFjMsuvNm+eGQdj2b1swNCaihHKkslWlIzbMthc6ldSXDsn5nGKbWM13KT/f/TaZdonPMGYONtMOmIkrzHafYRXeECZzX3suJb/HPK0IJLy5iWR2cgM7iDS+z0t4tp5kdKg4CcqLX1LiXvPEicQ+ZKuz46TIVIX2K3CybbMJyYjPa4OYwIFhTKwnTrh2U1sFNROpg/VBM9KcCdAzLnXT1h7Cs6W57GzXUztjVVmDgPDmHvxseHYfspMJJ5Cd+WPILifHzRNknBjGgTEof72DA0zHM6Q3b57P+5eKjWek2JBh+Km7fg2VInwlJ8c1s3oJz3x0wEoIYdrNfLC87Rq3O7j3M8RqO6fsQ2Yk8QVOi+RQSv0Q2AQc0lrXONsWAD9FpmtoB96nte5TMhP3vwHvQuY1vlFr/Xzmi54Z+PUfv2MSCM/O02bEM9s7YZjMOtyoU/Y7Zo/eSDANJevIZ6I0ly7SILeEYz1kNDo6vqkgUTCPX9KW2r3tasezWPdIVtx0TKynDRkslFJqI9Lvs4HNWuu7PPvnAQ8Ab0VmVHq/1rrd2fdZ4ONIwsL/obV+Kp1rngzSfeL7gXudAhvcATyjtb5LKXWH8/8zyLSNq5zlImSe2oumWlAvshjLaIoor4aU0mTkZS3voHYrhYaRIvy0NKMKeaMdEg5IZ9tcgvf507DrmTbwOhfsy8UJz/5C+bWr/cHz3CPZO5PpJptpc1oopbKB7yITenUCjUqpx7XWf7YO+zjQp7WuVEpdD3wNeL9Sag1wPfAmZL76nUqpKuecia45aaT1xFrrXyulKjybrwbWO+s/AnYjhHc18IDWWgMNSqliz9SNGcN0kF6q//GN3s92Cu9iij6ScGhSdfYUweRYS/Z7qq4xaaRBdoaIvGTndxwwfoCs916ee55KlTVj9ZhZG96FQJvW+hW5tHoY4QGbnK4G7nTWHwHudbTBq4GHtdYngANKqTbcuawnuuakMZUnXmKRWDewxFk/G+iwjut0tmWc8CCDL0CasAk25uTEjbm5cQG3UnOQ8uURI48kPS3h6PH3OFVIRVTplicT18gk7HfD1H/qdshhjKy02tXvHrMKmSU8vz7v1erix2itY0qpN5AZD88GGjznnu2sT3TNSSMjT6y11kopPZlzlFI3AzcDlJeXZ6IYAQIESBeTI7yIUqrJ+v99rfX3p6FU046pEN5Bo6oqpZYCh5ztrwHLrePKnG0JcCrs+wB1dXWTIstpg1eF8RpkcnIShtJGozL4/MSJxNPmzXOdevH8acYe5DUgGX3XrDv3S6V6TQeMBJbs91RdY7KYsJ5Mg5kgYu9YaNuIFwpBaD7RqDhn/drVZIsyp+bleApxKox4GYDWMBxLu116tdZ1Kfan0+fNMZ1KqRzgLMR5kercCXlksphKSzwOfBS4y/n9ubX9Vkfnvgh4YzrsdxmHnQHF++uJLbDHZBous6MXbM9fnskyaeK6vC5CYyuyPRueIhnYYTT2trkEP4KbsE5MG3g/PuA2llP/sZi05Rtv+LerbYuNh7KYe3jfGVOYSQZMnwpoPfmENinQCKxSSq1ASOl64IOeYwxf7AOuBX7laIaPAz9RSn0LcVqsAn4HqDSuOWmkG5byEOKgiCilOoEvIET3M6XUx4G/AO9zDv8FEpLShoSl/N1UCzmt8H6dvYRnw+kQdtaNvj4JxrejFwoK5P0uKcGVLMykqYODIhYaUcEeqeEsXiEk2cADe98M608Zh5/w7V331klc+jIkZ88wZ9rAsJb1NRkaSt6uJSWJQmH8Ht5Gs2F/qWZIQ2WS8Byb3K3AU0gIyQ+11n9SSn0JaNJaPw78ANjiOCWOIASGc9zPEGdEDLhFy4xL+F1zqmVN10v7gSS7rvA5VgO3TKVQpwypyM4stovPc9jgoEgCfX2u+jNvnuwvLHQGo5sDjYRnErNlZ8tBtgTpceUm6+R+/SfdYXKzCRNJc6nqJ2GjPc3i4CAMDEhgnje8KBKJc2OydrVV2vj97a+gn3RnF2qGSHsZlvDQWv8CEXbsbZ+31qPAdUnO/Srw1XSuOVWc/po/3fDrNd7FvLixGDjpnsDtRyaFu0ksCW7qp/g1jYTX0+OOLTtxIjH83yRqc+6RzpBSv/4zw4SJSSNZR/Qju5Q2PK90Z5bBQXdsmYETGW6aqq9PUsMPDLiCoPlNuKf3XfEtCDOyUTJJeLMFM6f2TzXSIbok4oSX8Pr6hPRiMVGDQFSfwUFYELYOBOlNZkC6kQrM2Kf4+CcJhzDZeFMhlYloBvaxlEjVAZOZWP3qaJzDwkh1/f1mCjPZXlDg5uNy2sII44cPy4xmJlnKyIj7TRpXzolU2oRCMSOkvExLeLMFs6QrnELYHj3z345eTSLh9fa6QkNOjhWoX+xUsbF+v/GGK+0Z+9G8eSIaDsrA2xxPkLKdiQNE0rAFT68zI5nE57fvdCMdkvP+t8nOrhs7HVNODpI12jCYITt7JvRYzB3z55xk5qvt7U0UxsE1U/hKePYMdpYJZMZVuIOxsdSzXp6pmJmtcaqQjg3PwHmhvR9q2zw0MOAKDJGISH5UOC++MQaZg83JRp01efWiUQgXAW5nnkhw8AoMqQSImSL1TSRdpCI7I9WZKYGTwlZnzYzcRsIzHzE79iQUoq9PDu/qgoMH5TtlEoV6yS5BbfYzgcwhG95swemv+dONiVRbs81RQXOKixIONYRn9yOQdGpvvOGkDbdffEN4tpprxm7290NxsUzR6Iny9xYzOztxYqDJkJ7f9aa7D06mc02G7JIReFZsONF2Z6Q7o6f6zK84TB5vvCGHHDwov7GYcKLJeDOO8AajiRqBXWivsdWvoKcRAeHNdfgRnUV2RsLzEovRmsw0CCASXne3SHlLvHnEjThozxBUXCyZkh37Uk5OXsI9/F5OP9Iz6+Y8+/9Ej25jqv3yZDpTMqIz635k56euxyUvY7uzya672/Uu2eqsI93Zh3V3u7uN2c/3PraEZ5s/vKQ3gxBIeHMJ6bS0V9JzSC8rNhwnI/NeGw7r7ZW+FIvBWWeJWnT4MCzxpksZGJAdBvbEC4sWweAgOcXzx6UIn6jYybSmk+lzkyXAqXaedMjOVvH9+MRO1kq/x/vgx2L2yeEwhw9Lm3V0QGen2PBMIk/bRGdOiUuRXgkvnQo/zUQYEF4AF35qrRWlHwolqpsjI7JrYGAUGKG7O0RxMbz2mvSvNTXFiWH5Q0PSm8zJ2dku4Tmz+uRFIuTmWokKfDRsMyLN69SYDtPRdHYOL7l5171kZ6uW9nMagTkvZ0zIrqfHJbmODlmMw8geYQFQXEz3fmkz024jI1Gi0VyKi7MTvMFxgd0euZHMHjxDETgtAgQIMKcwwzl5WhAQnhd+nlrzeY9LeOK4sCUs8T8MAUOMjIRoby+hvV1Uo7H1i8kys8U4QV3DwDCQ199P3muvSeCemTHaCY7NySmKn+ItnimOkfT8pDxz/EwcjeHX2VLZ7GC8M9RGgm3VOIaMOtvZCa+9xnB/P8YdlDcyIic47TIWWUxnJ7S3yzIy0gdEgQIGB4vi03cmjKe1JbzjxxMnuU32kDMEgUobYDxs28zx4/HYhFBENhnCy842L08UOAoMMTCQR3t7QZz0ypculZMcFWoYGWg8DIR7esg7cMAlPGd27nCZEJ4dNuYH43T0kh4kD0w+XU7DZM/g5QhvjJ2X7LzknZNjWQ06La9sZyccOMBwTw+DEM+GlwdygtMuNtkNDAwhiTxGgWxisaL4jHIJhNdrkd3o6PjhajMYAeHNJXgjdSeCEaWcUJL5ZZL0MRzOIhSyp3AcRqQ86akvv1xJayu0tUF5WZkcEolAKMQYQo9jzhJpbxeHhSG9SISsiDBrKDQ/TkzJRl+YItrwBiibR7dxKqS+VFWdymbnJ2x7hW7jVAiFICt6TDYasjMM1t7OUWAQyAJCEB87i9MubW3Q2govvwySq7YPGbNeEL+PyfUwP+Qk/TSJCMwQwcmQXTDS4rRgbhLeRLB7lfk1KpCVCCAcLvJM5jwKHEdIb5hotIjW1sW0tsLl6yrkkNLS+IBbo9bGkI64oLXVJTzHeQEQLi1PSPJhhAkzHWCqfmaTnnk0SD0UzYt0++ZkOlAyr6xNdl7Cs58fSJC6wmGg24kL6upyya61lSNAP5AQ3VhYKPVcUQFA604hvGj0EHAQacMCzMfLnmEuLnKbd8GMojFj0GaB0yIgvAAuvEYz24hk7EPAWWcVcdZZ7qyMAwPgqrVRIJ/9+xfT0gIvtUtXq6qshNJSclpaGEPUWuMsyxsYIPzCC65a66hbeZEI8+bN97XFGaQrXGQiRm8qSEV04B9j5yU7s90Q3rx5kBc75gZCvvaakN0LLzA4MMARpEXGwEnkjtRvZWW8XVpaYP9+kEzihxF6lDgXQ3ZnnSVLQqqvaDTRhWwSEpxuI+kE0Drw0gaA5KKP6WWWhFdSKr6GYifqpKcnG5EIhpAuls3IyF947rlz+P3v5fSqt1RDRQXznUsbCS+GNEaovZ2cF15wJT2ASISS0vJ4fjajQXltc2Y9GfkZac8+dnJr/hcAACAASURBVLLxdpPFRDY7SB5jZw9nNpmlvWEooZCTd7C7VwxxIPrpCy8Qa2+nF0m+FsV92eeDSHbV1fF2ee45GBn5C6LO9iJkVwRkx1MWlpQ492qzJDzjtPCruBlMeoGENxeRzP1p7/OqtdnZ8S98XvQokUgRkYgJ2jcKUxSxGI0ABTQ1ncNvfyt73vnOKoqqq2H5cvI6OhKkvCznCsuam8WeZwivuJi84mIKCorGhX2ZX9tebvqfvdjwI76JqiFdTNSJvERnyu5np7NDIP0cFSYpZ170qEh0bW2ys7UVmps5hFBXPyLdhXFaaPlyqK7maGlVvF2amgAOIBLeoHM0QF48RDISce5lJLyBASPWJz5QKvKbISQYEF6A1C+jEUFMOlyA3l5KS4vinUFsPkbKE28thND6RfbuXQ1AQwNcWVcHlZWEOzrIwrXljeGQXjRKpLk5bsMzN1hSXc2JE1nxPuYNRDYwc91OBJv4klXBVDuF3/necBM/ojOOT/Afw5qdLVL1kkVj0Oq4WEUnheZmeqNRuhHCG0SILguHxioroa6OhgbYu1dO0fpFJHH3QaT98jFOC9O+paWI2mzaf2jILaTruUrEDCE4LwLCm+uw4zfMS2q/xLaIYb7wvb2U1q2krEw6Q25uASMjTrwdUVzrXAmNjecAsHNniCvvWgd1dSzYtYsQxKW8YefoPCDU0UHY6FtGhCwuJhJZxuCgG/vnjcszj2KKbx7HjJNP1f/SIcCJkIrgDLxEZ8pu+4ps9dU+zjxLYaHzPejuFslu/36MfjrY0UE3MqvUESxzAbAAoK4O1q1j5x3Q2GjayBDeYedIgAJycwsoLSXexjT1uu3vp86ad8Z+j2Yg6QWElwRKqR8Cm4BDWusaZ9s3gKuQPvpfwN9prfudybpfQN4egAat9SemodxTx0ShKV7S86q1AD09ZPUeoqxsMRUV0iE6OgqAXKRq+hCvbT4gDogdO9ayYUMWV7797WTt2EFxSwuvI53yGK7HNgeobG6WopSUiLW8uJj5tWEWLkxUbb32PPNrPLn5+cnNTAZ2IgLvY58MkpGcfc1kUp2x33nVdpu8Fy6E+bGjQnYtLdDURMypr07gdYTwjiEfkBygGMg67zx4+9v55c4sduwAaHFK9aJzZhSZLjUXKIg7csvKIKv3kAxXs1VaGzbZpcIMIcCA8PxxP3Av8IC17Wngs87kHV8DPgt8xtn3X1rr2oyW8lTBa/jyvpimN5q0xv390N0dJ7yKCujoiCCKUzZCdked9YUAtLSsZPv2hVx5zzvhqadY3NJCJ6J6GZkwrto6t125b59IeIWFEA6zpKaGEyfyEiIgvFKQCQvzk/bshB6ZGmvrhR/B2et+cXVGqktmszMDIyIRWFIyDPvboLlZPA779vGqc6whPIeWCCHuh8UA69fDO9/J9tugpeUwLuG9glBkLtJeYSASb9eyMqCz281YDW52UFsTmOgdmiEIxtImgdb6147kZm/7pfW3AZl2bXbCz3GR7KU1vdDEYTlDlxZUVlJRMZ/KStizZzEiS+Qj1DWKdEGjJi3lkUfeyfr1Wbx30ybCTz9NpLU1LuVFnV8gPptrTjRK+a5dbiBYKERZ9Zp4xIw3GNdMyGVIz/yauD0v6XmrYSIYAddvZIe3Ku1q8/43ZR4dTUw6Yj8LuGUOh8WXU1YGtDpk19QEu3bxajRKu3O8/QEJOUsECFdXw6ZN/MdjWTzyCMhsgC3WWSBkl4+04WIqK4XwFoSOifp8+LD/0JdURDcDiW+uqrSZmCH5Y8CT1v8VSqnfK6X+Uyl1aQauHyBAgAzDEF46y5mEKX12lFL/LyKQ/NjZ1AWUa60PK6XeCjymlHqT1vqoz7k3AzcDlJeXT6UYmUOyL7O93TaGOSot7e1UVq5h9WpYtSqbl19ehmMxsi7uhExQQldXGQ8+eB7rN1/Jgquuory1lU5EoRp0lmHrzCwgp7+fZU8/LaLavHlk5eRQVlE1TlqCxJEYtpRn7F9eSQ/G2wBTqbjphp54f826n2RnpDvvSApTnnDYHQmW1faSOCgaGuDpp3m9v59XIK7Svk6iA2gBUA5w1VUcqbuSB2+Crq4WZP5o0y52bRcDy1i1KpvVq8WpS3u7tLXJVm0exuQ6nCWSnY0zjczSwUm3hlLqRsSZcYUzFy1a6xPACWf9OaXUfwFVQJP3fK3194HvA9TV1emTLceUkMxxYb+82dluSL+BbfzolYDX8vWVnHtuHtXV8PLLZcASxHLkNZT8AVjCtm0rWbeugH+64QbCu3dT1thIN+JVBOmwpgMbm15WdzelTz8dtxvl5eRQVrZy3NfYVnNHRxPn/bYd0ebxIJEA/dTcifqtn53OrHvJ2CtB+I2isE1jNtnldb4iquxvfgNPP013dzdtiAXOKKVjVrmKgTIgvHYt3HAD998P27YNAc86beFFEdJ2ZVRXw7nnQnnpMOzudPP4e93h3vckFdHNEAKcqyrtSdW+Umoj8C/A27XWx6zti4AjWutRpdRKYBXyLs4eeL/W+flipLZJz/7CO4RHWxs1NWuorYW9exfS11eGWI4OeW4wDPwGWMq9976b+vrzufijH6XaIbxexM0Bbsd91VqnvZ3SJ10Lwvw6qKhYmXAHI4QYMsnJSSQ+29tpe3TBlf5MVZjfdDqHV6LzjqAwv94QFJsE7bKZDOzGUzq/+xWx2e3eDU8+SXd7Oy8BL+GSnY0ihOyqAT76UZ4dPJ977wV4BmmDYZ+zIkAZJSULqa2FmhrEE9zZmTjFI7jSnam0/PxZ4bCAwGmRFEqph4D1QEQp1Ql8AfHKzgOeVkqBG35yGfAlpdQI0kc/obU+4nvhmYZUqqwRN7w5101u964uaGtj5cZKamvzqKuDp59egXS3FzED0F30Ac9w4MBS7rlnLfUP30LWb39L1ZYtdOMSno1OpEJjwFh7O8u2b48zxvy1MSorqxIewSY9rwfX9NH4vN8k9k973fvI3vjadGLsvPF2fgkCDGyyMwlmKiogr/0laGyE//xP2LGD1zs6aEUU0td96gugFFEvsj78Ycb++y3ccz0cONCIEF6fzxnZSJutoK4OamthZdkw7GiTNjaVale0nydoFnhqAwkvCbTWH/DZ/IMkxz4KPDrVQp1S2EYs73azzJtHPA+UV7WNxWSKq+Ji2L+furoLqK+HhoZzGBioBP6Mv/zxCvAkW7eWUVOzlM/ffjtlzc1UtbTEx396YWxTMSDW0UH51q0icQwNkVcfpaqmxil6Fp2difGxNvnYxGa+8n791q4es27PamgwUdiJ31hZ73mG6My41bIyWFnhyLX794u9zpHsXu3vpxWR7Kx5kxKwACG7svPOg9tv5ytfga1buxD/WjKlYylQSWHhOdTXS3wy+/dLaviDB13pziTeMx9Cx66akuBmIOkFhDfXYVvrbd0qP9/N/GjrgeBKea+9Bm1tlFdUUF+/gEsugR07qklOeCBG8xLuvPOT1NScz3s/8xnqbriBI0isz5jPGb0I6UWBaH8/VY884iY0cMIlVtbUEAoV0dEhRTWCia2J249sfr2SXbpxtAbJVNlkJGdgqtVM3LZ8OSwLH4UGZ6iYIbsdO3hpZCQu2flJwiD2zmqgDuAzn+E/2s7nzjsBHkHqPBkqgWouuQTq66E8fAQa2qRtbenOVIj9Tph3JNUXYwYhkPACCPwYwGv0sl9iE5fX3S3ZI0tLqa+/jJYWeO65FfT0rEHU2q4kN/wlWpdw++03UPnYhzj/i/9F3Re+wBGgNckZR4E/IqMIjo2MUPXEE8zv7nbTI/X2sqy2luLzyhOci3ZyD7v4yR7d3uY9xu98+/9EJAcuVxipLm6r630VdjcL0QHs3MmxxkZecuqkDTdW0Q9VOGT3xS/yx/M+xO3XgNYPAr9McdZSYA2LFq1g/XohPPbvlzbt7nZj77yV4yW5Ga7KGgSEN9fhtcybl9nEdRi1NhxOfPlNzzZSXmsrC8rKuPTSlfzhD/DQQ29FumgywgN4hAMHSrj11r/hscc+z4L2durvuw/nLr7yYQzp/IMIAVY1NlLa0eGc0And3cyvrWVNTQ3FxfPjk3cNDLiqrF9AsLdK/Nb9kOo63muaqi0ocPNwlpbCsuJjQjLNzTKq/+mnAeju7k7pnDBwTH7UAwv+7u84cuvnufUaOHDg/yLSXSqcB7yVDRvg0kthQf8rknXFT7qzZzyz3w0/DcA89AxDQHgBBLZNz0+tNS83uC+3SQxqBrJHIly8qYy2jXlOAtALcOO9/OxHo8D97NlTwE03rec/Hv4eFb29XPzEEwDsxN+mB0IAR5ylyplztXLLFvJefll6bns7y2prWVZbyaudWfG5cr1qrvm1nRDJ0slPBvZc4+bXVl+XLoXysjGpt73OyIk9exhuaIjXmCG7Yz7XN1gAXOysV1x1FXzve9x0PezZsxsZHZlsWIjxcF/AeectZuNGuLhuGLY3S5ls6c4mNXDfBa86C7NCwgu8tHMdtpTntecZkWRw0M1qa15+oyvGYhKg6gSObdhwGa2t0NJSj+Rag+QG8yjwPbZty+UjN13CA/ffz5prrgFgeM8edkJc4vPiGNCMGwBzCKhsaKDsT3+CdetEP6utpbymhvK1FbzenYXRgO1s5XZCAm8Kp3Thjeuz1VZwY+pKS2FZ6ZjU13ZHqnPyNXUODNCGkBwk98IahJHwgDWXOgN77r+fj9yUx7ZtvwG+x/hYSBtrnd96Nm2CDRuQcuzfL2Xr73elfLOY9s/Pl3fCj+wMZijpBRJeABfer7RtmA6H43NSMDQkTJGT487GDSIZFBezrLSUTZuqaG3NZts2M8ruL4hLwg9DwHfYsgXgEh6QAZ/UXn01Yw0N7CS1lGOIodtZXzkwwMonn2RxUxNxt2NNDcuqq1lWXcHRmKi64JKfTXx+GUsgcQIdvyqzucEM/zWp/UpLoSjnmJBJQ6sQS1MTNDRwqKeHV5BPQhv+Thsv5gOXA7X19TgDZPnIbQvYsuU3wHecOk2GekDa5T3vyWbTJlg2+JKQb1ubWykm+Z55INP+4XCiQ2uW2O8gILwAAQLMIQSEF0DgVWu9Ul5BgaufmXUToxeNutlwHUPVxdeUcu21RbS3SwLQ3/9+PWJ5S2Z+HwK+xZYtY0SjIn387KmnuOCaa8jatSulamswhqiD7c6ysqeH8ieeoHT3buIRtdXVFFVWUuTM2lVVW8rR2Hz6+8d7dL1jXL2wZ0/zel6Lix2JzoiSTe3unIhOtpPugQFehbh05zf+wQ9hYANQ+1d/BY89xvtuknl8t27dA9wzwZXKgPW85S3SLtdeCxfXHIXHHHW2szOxLc1DedvfT7ozmMFSXkB4ARIxkVoLotoMDbme22hU3KD/f3tnHx1Veefxzy9vjiHmBIhLkCQFGzDHRUEMirC4Ui0CskArFXDxrY12T2F3cYtKt5yjp/WsVG317NGtqyylyhbwpYtIBYuVrNRCBRUFbTSosYFlNEFSwktMkGf/eO6TeebmTmYSQiaTeT7n3HNn7r2T3Js795vf73l+Lw0Nkc8UFDBr1gzMBOrevRNoajoArCb2A9kC3M8zz+hIs8mN17Bh0yuMnn8duc88wyZiT2L4f4oJ4xgKlDY1UbxlC8VbtpAzfLjOmyor0weXlZE/ZAj5gwdTWlgIZYWcDOW2dSG0Gwf5/0wmNtv8aTKavQ5iDQ2w+0BbjKL3B4A9e2ipqWmT/T+jhbkzz98AYAow4lvfomXV00yfDps3/8bb+1icT+cAV3LWWROYM0dvmTULeLlKu9e1tfrcW1v1PbZ9c68mIZCy7iz03KSFiAwA1qK/grXAdUqpdmkuInITsNR7e69S6pfe9ovRs05nAi8C/6yUUrGKEMc7n95/Z5JBR1ZeXl6kD6n5j19QoAXPVMBtbo5YNHl55OblMW/e1wAdsP/QQ1PRpcQ3xDkR/eBu3nyIUaPm8/zzTzNi6J3kP/AAm6Ct/ls8TqBFby+6CGYxcE5NDUU1NbooJpBTUkJUtUuvEXh+QQH5xooNCrkwybF2C0sjdvv2tfWHbfEU/zMiY4z7aJ9pnAhD0WJXdMcdfFB5PzNHQXX1KvRzlQiTgalUVsI8L48od/srerKiulrfu+bmSEEAY64a666fV8bf/F1SzLqDHrXwlgC/U0otE5El3vu77AM8UbwbHT6pgDdEZL0njD8HbgX+iBa8Keh0mY6KEMekd9+VZOMfiTcmjhm0/uILLX5Hj0ZEz2ReGD/Q+2yplwl/881jaGjox1NPXYPO53wtgRNZS3X1Ps477w6ee+5+vrlqFDfOn8+LBJShicNn3vImWvyKvO2FdXUU1tUxYOtWCoBQKKRnGM4+O6rwaLsekLbYHTmiS6CHwzQ3N9OItkQbiKSAhemayBkqgGlAxqpV/PrMv+fa874EHiCxvyPABOAabrihHzffDKUNb+rNv/+9drHr6iLFIkygoOnDaXx0c//9sXcpYt1BjwreTHQuPsAvgSraC9PVwGaTdy8im4EpIlIF5CultnvbnwRmARu7WoQ4Ne5OMvBbeRAdiAwRF6egIPLQNzVFxvMaG+Hjj6OCVS+clUdl5Qjq64vZtOkb6LDh3e1+fXteAz7i2msXcfvtf8/PPpnI9DlzKN6+nVeInWbVEUb8DDnockoFQEFzM3m1teTW1rZVDc7CK1PlHX+SSEEDU57+GHqMsdFaEh2T64h8rNnYtWv5l4dLeeih99BjdR0FddtcAHyDKVOKqayEC0MfwLqX9a6dO/W9MgnIdsCgLXRG+O1jUsy6gx4VvEFKKXODwujaW36GAHXW+33etiFED3ab7X6+TYLmfe+/M8nG/0W2g8pOnIiInW3lmPdNTTrK1/45WVlcPns2zbeXcvToeWzdOhvd+2Iv8TkA3MVDD81n48Y5rF27jdGb7mfEXXfxW3Qs3qnQQnsRNJhGOP4vzAlv6Q5Ri8VotBOa+5Of8M6UO5lzNVRXrwVWdeKnlAGzmTjxPG6/HS4f+md4dkMkfa2mRt8rM27Xr1+ky7q9GGsXUnLsztBJwSsUEduZeNyrZwmAiLxMxFmw+WH071RKRLq19mVAEeIOSZ07lAyC0s3s1CJ7OtKe0vQv4XD0FGdWFpNnz6Z58TmcODGGbdu+RFv7nyR4Yquort7OqFGLuOOOO7l//3xmVVYy0quTV0XHKVhdwfTO7Sn0HKqmbOpUWL6cOx8+hwdGfYK26hL5B2H4CnA9l102hsWLYfLI/4Nn12k31vSyra+PdDM3Ymca0tpiZ7v1QSKXQqLXCcFrUEpVxNqplLoq1j4R+VREBiulDojIYIL/n+4ncrtB3/4qb3uxb/t+62ffjK8IcTxS5+4kC/8X2Li1oB8Au2yvbeV5ZZtobo5u2GwxY/ZsWHIOy5aNZds20BZLovVS9wILeeCBGTz22K088cSLzFn8CgBlCxbwTnU1rxK7fFJvpRCdNXFheTk8+igAa+u/xq3l0NT0BLC+kz/xXGA+l102liVLYEbF/+kA5aoqLXZmcskUBzRNb/2WnW3d2UMcKWrh9WAB0PXATcAyb/18wDEvAf8mIv2995PRExKfi8hhERmHnrS4ER1NHrMIcTxS5w4lG/vLbA/cG9ErKIgWPjuAzbi3EOlt6wnljNmzyVpayoMPjmXLlhzgKSJtfRNhPU1Nv2Hu3Fu5p/waAB599E987ch6LrzrLvZUV7Od7rf4uptidN7DyPJy+MlPeCVvBgsW6H3V1b8BniB2PmwszgNuYNKkUSxeDNNG/hnWeGK3e3dkNhb0uKuZcTeWnW3hBU3cpKDQGXpwDG8Z8LSIfAftwlwHICIV6ALBlZ6w/ZhI7a4fWYWDv0ckLGUjkYZhjxBchLhDUu9OJYMg19asjVtrLL3jx9s3azATGMCJ5mayamsjgnj8ONO+9S3y7hlBXt4oXnihH1r03uzECX4JPEZ19VMAXHnlTQwfPoMHH5zBjMI/MPLeewlv3MhO9Dhfb4k3zUKPz1UARVOnwtKlrG8Yz+LFUFOzEe3mQ8fpYbEYA9zA3/1dGYsXw+VFH8BTz+iKyZ7YncB6AGyxM+VbBg5s787GErgUE72eEjyl1EHgyoDtO4FK6/0KYEWM40YGbC/ryvmk1l1KJkFfaPOf3lTBNYJn2nHZjSWssiQtQFY4TIY57uhRLp81i4J7L6GwsIxf/OKfgF/Rcf22IIww/Ac1Nf/JzJlzyM6ex9KlL7J0A0x/8H6mP/IIe+vq2IMOSu7pghkhdHHOkUBZSQksXMjJxXfyo3vh3iugtXU1esKts9aczWTgem65ZSCLFsGFza/DSm/Mrrqak/X1nMCbbTb3sKBAh+AUFXU8dmfHIqawhQcu08KRCEGD1GZcz3SK9rfmsvKyssJhWlpbaQay6uvJaWrS7u6RI1w4vZH77ptMcfFAli37R1pbTVjwajovAF8Cv6K19VfcffcY7r77m1x00Z0suvdObpx9jLLly2HVKhp3aC9iL5HOX10JcQnCNNE5Fz1HClDgdQ+jspInn83l4YfhrbveBn5N56xaP5mAjiLOzp7DkiWwYAEMevu3sGEDbN0K1dW0NDe3WXZZ2dn6fkHEqjOLEUB/0HWsqigpRrqmlsVtxC0iK0TkMxHZY227R0T2i8gub5lm7fuBiOwVkfdF5OrTdeIOh6PrpGsjbok3mysil6NjSZ9USo30tt0DHFFKPeg79ny0OXIJcA66duUIpVSH5klFRYXa+frrXb2GnsVf2jcoterQIR3TFQ7r9CqzgI7kD4dphja3Khdg+HCd2D9lCsydy4pVOTz8sP7I7t3b0W5eZ0IxYnE5MJmSklHMnw9z5+qtF+Z9BBs36jGurVs5HA63ZUgcRn8BzDmbsk0ZaEsphE7kz0fPshYC+UVFugDp3/4tTJ3KO0d0oc01a2DVKqirexvtsr/aDddUBszhggvGAbBoEXx7fov+ZZs26aDimhqOeeduzpmiIt1AA3Q6nVnM+J2Jwwuy8gwpZOVJZuYbJrwkI6NChUKJ5ekcPy5vdBSWkkrEvVtKqVdFZGiCP28msMZryP2xiOxFi9+2Lp9hb6Oj2Dy7o5Vxa60ZWaDNvc2pr2/LUjgMhGpqyDF5qOEw3541i/LyEQA88sg4Vq8eji5THi//Nh6vAq9SVwf33VfMffeN87aP5ayzFnDFFQuYsAjGjvXaFPK5zoc1pZLNbLPhrLMipYuHDuVzBrBzl+6o+NprUPUDaFr4HpEJiO6eM54OzGbevIEsXKi3jC/8AB5eBy+/DLt20VJf3zZWmYUOom4bryvy4mWLimDQoMjYXf/+HQsdpJTYBdHXrLdEOJU7tlBEbkSnc37fS/QdQnR1y1ipIIjIbcBtAKWlpadwGknA/qLbfQ/tcJU4HWwygFB9PcfQoncMOFFfT25VlQ6C3beP8VfrEYGRj11DRcVAHnnku3z88Ui08HWHtbePSK+HZ2lqghdegBdeMCNvpWhD/a/QlYH7ASFEdFljbbg3oydLDgHvossCmGJPpzMYRmdODBs2gYULobIS8rd61VLWvKTH7N59l2OtrW0B08ayyzj7bBgyRFt3pvntkCFaBIPCUFKodHuipOsYXlfv3M+BH6MrG/wY+Ck6ny1hvNSUx0G7tF08j+QTKz7PYL5VAYHHGUCuJ3otaNFraW0ld9cucsJhbVkB+e+/z7/MmsW4ceeyfPkEfvGLi9Hxm+vpvikGm310JFaJxbSfLvKBGcBMbrklRGUljC/6CJav0/F1ADt20BIOt/0zyUBbdbkEiJ2x8Gyxi+XG9gGhs1EqkZrSfYsu3UGl1KfmtYg8QcTP2g+UWIdGpYL0Oey+F4Yg0bMxTR88jOiBtpVMo+1QOEzepk36oNpaqK5m/JQpjF8+i6uuCrF8+Ry2bJkA/AYdi3kqYRypQCYwFbiGSZN08v/1c0/CunWwclOktBNwxJsFP0kcsTNWHbQPMu6DM7PRKPr+d6Y9Xbp7JjfOe/sNwMzgrgd+JSI/Q/tCw4EUmY3oIomKnv+BMQ9RdjYZmZnkeSlOZmLgCNDsNY/I3b2b3Lo6/UDv3Mn1U6Yw5dnLWbOmmJUrv8uOHZPREwAmbq8ns15PJzneejIwmbFjh3HzzXqiZcCeV2HpJh1bt3s3xxob2/p9GE/NnlBpm6AwExODBulxR9NsIxHLrs+IHWjB6yvfk8SJewdFZDU6sbdQRPahC/VdISKj0X+1WuC7AEqpd0XkaeA99PduQbwZ2j5BVyw909YrK6utRnpeOExGa2ubi2sG2luA5sZG8rZu1e0Xd+1iwIStfO/rX+faay/hueeGsWbNd9m6dYb3iSpgC4mXTeptDAYmYfLJJ04czNy5cO21MOiT1+Hnm/WMyFtv0RIOt80g27PHxqrLzc7WYud3Y22LDtJM7Azp59LGDUvpCVIqLKUj7ImKoJAV0GsTtuLNyJrG2ezbB3V1NDc3c4yI4Pktlnwgq6RET6NeeilMmsThkePZ4A0srFun8+OV2oquo7ed3u++ZKKzaScgMpHZs72y68D06ZC/5w+wZQv88Y+waxcn6uo4TMQihsh/7xBa7EKhULTI2WJnwk7s/pF9XOzssBSRi5T+p5gI/dMnLMXRCRKx9Ox9mZnRYS3eEgqHyaqvb7s5xuIzyzEgt66OvLo6cnbsgP/9X/IrKrh+wgQArl85iT8symXTpols2DCRt946hM7LfhN4g55PKItFCLgYnfc6losu6s/06ToUcfzoY1rgAJa9pmPpdu9us+jMhAREW3R46ywTdmJEzp8fa2LsYhXz7GNi1x43hufoDuKJnv0gZWfrJTMzOlezXz+yQiHyvXG9LM/NNdaMmdw4gp7cyA+HCe3YoePOAJ5/nvGjRjF+1mUsWTKGqqr+VFVNpqpqMjt2tKIrLL+HrspS7Z3Y6RZB8zcoR1cxOR+4gLFjs7niD4+CTwAADddJREFUCtqW3Oo3Yds2WPm2LrkOUFNDc2NjlEVnAoiN1dvmvkLEhR08OFrozj478VJP0IfFzuAEz9EddCR6sZoDmQ5Ydncsr1lMbjhMjjcob0qpt1jrY0BOYyN5Xl5s3o4dZJSUQHk5ueXlTBs9mmlzR3Ny2Rh27MjmjTfGsHPnGM9oMl/6P6Or9+xDj/19im40dIjEH4xMoD8wEF3JezB6ov4r6Jg+uOCCTCoqdFLJxRfrAOeMXW9qcVuyS0/MVFdzsq6urR3lESKz1/bMqyk9nwtkFRREQkxKSiJCZ5d5MsVag5oSpZ3YOQvP0Z0EiZ7Bb/GFQtrKO+OM6B6oZnypoIAsY8l543vGzfX3kwDdRyJUV6fd3s2bdSeyYcPIKCvj0vJyLi0rg6vKaRk6gr17dZhMdfUwamqG8eGHOgqmrk53WDt0qBUtOUeBVtrP7OUA2eig5Dz6989m0CCtOUOHwle/qrPmysv10WVlkFP7gRa21/bCf1Xr1o0ffwy1tW3uarP1m+wxuhysCQkgxzQbKirSFh1EC53twgZVPQkKKO7zYgda8FqTfRI9TjrcWYfD0Q5n4Tm6myArz87F9ZcHP/PMSDdr28LLy2sbZM85eJCccJiQNa5nJjOMJWTc3MN4Y1xe97HcLVsirl9JCTnFxZw/dCgA5xcXw0XFMFUP9J8sGEB9PRw8mE1jY3+OHOnfVt7Pf4l2aw8zVJbR+Hn07POzXuZGbW3bbDThMCc8V90eo7RdV4i4sMaNzQVCJtzE5PGawp0QXM/O78b6e+ymlXVncILn6G5iPUCm2IBf9LKytGt7xhnRDZ/Nw9vQAAUFhOrrCR08SLNP+CDa1QUtJo14LmFjI6HGRkLV1YSAHDPQb1w/b2A/o6CAQQUFDDKNp888U5+TOd7Q2hrdn9dUjDFLfb1ee93bTC1AeyzSCJy/CosJO24ndEZV/WN0AwfqD/jbKsYKOUnRqifdg7PwHKcT80AFjevZD6J5MM88M9LwOaipTGEhNDS0CV+LJ3wQPaFhxOSEtd1YfhnoGWCAnHCYrHCYrOrqtpaMZk12dmScMQhTubm1te332GvzGt/5QMSSMyJnfm+IiODl4gmzETp/zwnbmoNoCzmW0KWlRecn/QKP0/luJwe/m2ve+91cu1mMPYlhiR2mnFR9vXZ1vb4ZJ5uaorI1bOExgtNCtNsI0S5k1OI1HopVLfaktfYv9n7z2u+qBgldLpBhBN/2lY242SLn7xcby30NSu9LW5yF5+gpOuPmmu221WIe8sbGyNhVQ4PO4AAyGhvJ89zIE54LaQcu28JnW1q2SHUXGb51Du2tOXt8LstYcrbFZnrEBrVNDOoX66y6BHC5tI6epiNrzy94dt/U5uaI4Jkxs6Kits5o9hhalhG/piZOeg2E/MIH0QIYZJ3FE0K/sNluqllDsNBldNQLFtqLmy1yQTF1HQURO7HzcBaeIxnEegDth9UIoC14xto7ckQLQFNTpPKHEUF73dRERmMjoaNHCTU1QXMzJ72GNhDt8tqi57f6/MLnd4ntJcu34K0z7IbXpj2imWDwixroY+wJiKB4On8Qsf9v6IQuADeG50gWtrVnh64Y8vK00JmH21h8ZruZJQUtcPasadBy/DgZR4+S47WPzAloIG73r+jI3TUCZ15HTXTYC7SlzrULv7EXez9E3vt/nj3eaf6GZp3WM7CJ4Cw8R7KJNZNrBNBOTzMPul2RxQzy28JlxO+LL/Rrs80+xv8ZT/Cyvvwy0mKy1YrKN9Wb7VlbkxNsr2MJnp1NYtZnnBERuY4+Y4tcPIFzQhcHJ3iO3kBHbq7fCjRCaEcF+xuAm/dG+Pxr/2e60q8vaILAFiYjXkbY/GvbZfd/xj/TGm9szgldArhJC0dvI96D65/kMKJkLD+7Jl/Q+vjxiLVmvw9oIB6zKZFfcIx1Z0QpMzMiaGa/LXBB6yBRiyd0TuQ6icKN4Tl6L/4H2rb2/BaY3zLzC2CQ5WYLXEBbySjsmEEbI3ZmnxE8I4D29kQX+3qdNdfNOJfW4XCkBW7SIhARWYHudvyZUmqkt20tuoojQAHQqJQa7TXs/hO6siTAdqXUP3T3Sac18SY2/K/9VlzQe/O6o22dObeOwkJiuaqxjg/6uf7Xji7gBC8WK4FHgCfNBqXUHPNaRH4K/MU6/kOl1OjuOkFHDIKEL2hbLPEKcoOD1v7XiZyT/TqWWCUyFhckak7ouhE3htcOpdSrnuXWDhER4Drga917Wo6EsQUg1tia2RYkhP7PxtrelfOx38fa3tHrjrY5ThE3S9sVJgKfKqVqrG3DROQtdFGOpUq3zmqHiNwG3AZQWlp6iqfhANoLQzy31xzj/2xnRS7R8wna5gQuSTiXtivMA1Zb7w8ApUqpgyJyMbBORP5aKXXY/0Gl1OPA46DbNJ7ieTiCiCeA9jG2yAUJTiJxeF3d7wQuSaSf4MWq+BMXEckCvgmsNduUUl8opQ56r98APgRGnOpJOrqJRMI+Yi3+rIlYaV6JhpcE7XP0ICYOL5Gl64jIABHZLCI13rp/jONu8o6pEZGbrO0Xi8huEdkrIv/uDaPZn/u+iCgRKUzkfLoseMBVQLVSap/1y88WkUzv9bnAcOCjU/gdjtNNZ2LhevJnOU4zxqVNZDkllgC/U0oNB37nvY9CRAYAdwOXApcAd1vC+HPgVrSWDAemWJ8rASajW+4lRFzBE5HVwDbgPBHZJyLf8XbNJdqdBbgceEdEdgHPAv+glPo80ZNx9FI6GyTsSBF6RPBmAr/0Xv8SmBVwzNXAZqXU50qpQ8BmYIqIDAbylVLblVIKHSlif/4h4E60eidEIrO082Jsvzlg23PAc4n+cofDkSx6bJZ2kFLqgPc6jG5Y7GcIUGe93+dtG+K99m9HRGYC+5VSb/u83A5x/5YdjrSkU7m0hSKy03r/uDfpCICIvAwUBXzuh1G/USklIqc8QSkiucC/ot3ZTuEEz+FIWxJ2VxuUUhWxdiqlroq1T0Q+FZHBSqkDnov6WcBh+4ErrPfFQJW3vdi3fT/wVWAYYKy7YuBNEblEKRXu6EJOZdLC4XCkLD02abEeMLOuNwHPBxzzEjBZRPp7kxWTgZc8V/iwiIzzZmdvBJ5XSu1WSv2VUmqoUmoo2tUdE0/swAmew5Gm9JjgLQO+LiI16MiOZQAiUiEiywG8ic0fAzu85UfWZOf3gOXAXnSY28ZTORnn0jocaUnPTFp4cblXBmzfCVRa71cAK2IcNzLO7xia6Pk4wXM40hZXPMDhcKQFLpfW4XCkFU7wHA5HWuAsPIfDkVa4MTyHw5EWnMQVAHU4HGmEc2kdDkda4MbwHA5HWuHG8BwOR1rgLDyHw5FWOMFzOBxpgZuldTgcaUX6WXiJ9LQoEZEtIvKeiLwrIv/sbQ/sRiSaf/e6DL0jImNO90U4HI7O0jNdy3obidTDOwF8Xyl1PjAOWCAi5xO7G9FUIh2GbkN3HXI4HL2OHqmH16uIK3hKqQNKqTe9103An9CNNGJ1I5oJPKk024ECr7Szw+HoNfRYAdBeRafG8ERkKHAR8EdidyOK1YHogLUNEbkNbQFSWlraydN2OBynhgJak30SPU7CgicieegWjIuUUoft1mhd6UbkdT163PvZ9ZKZeRRo6MzPSBEKcdeVSvTl6/pK5O1fXoIXChP8bJ/5eyQkeCKSjRa7/1ZK/drbHKsb0X6gxPq46TQUE6XU2SKys6POSKmKu67Uoo9f11DzXik1JYmnkzQSmaUV4L+APymlfmbtitWNaD1wozdbOw74i+X6OhwOR9JIxMKbANwA7BaRXd62f0V3H3paRL4DfAJc5+17EZiG7jJ0DLilW8/Y4XA4ukhcwVNK/R6QGLuDuhEpYEEXzuXx+IekJO66Ugt3XX0Y0frkcDgcfR/XiNvhcKQNSRc8EZkiIu97qWhL4n+i9yIitSKyW0R2ichOb1tgCl5vR0RWiMhnIrLH2pby6YQxruseEdnv3bddIjLN2vcD77reF5Grk3PW8XEpoImRVMETkUzgUXQ62vnAPC9tLZWZpJQabYU2xErB6+2sBPyhC30hnXAl7a8L4CHvvo1WSr0I4H0X5wJ/7X3mP7zvbG/EpYAmQLItvEuAvUqpj5RSLcAadGpaXyJWCl6vRin1KvC5b3PKpxPGuK5YzATWKKW+UEp9jI48uOS0ndwp4FJAEyPZghcrDS1VUcBvReQNL3UOYqfgpSKdTSdMJRZ6rt0Ka9ghJa/rFFNA+zTJFry+xt8opcag3YUFInK5vdML2ekT0+J96VrQ7txXgdHonO+fJvd0uo4/BdTe18fuWZdItuB1Og2tN6OU2u+tPwP+B+3+fGpcBV8KXioS61pS+j4qpT5VSn2plDoJPEHEbU2p6+ooBdTb32fuWVdJtuDtAIaLyDARyUEPEK9P8jl1CRHpJyJnmdfAZGAPsVPwUpE+mU7oG7v6Bvq+gb6uuSJyhogMQw/wv97T55cILgU0QZRSSV3QaWgfAB8CP0z2+ZzCdZwLvO0t75prAQaiZ8dqgJeBAck+1wSvZzXavWtFj+98J9a1oDNxHvXu4W6gItnn38nreso773fQQjDYOv6H3nW9D0xN9vl3cF1/g3ZX3wF2ecu0vnDPunNxmRYOhyNtSLZL63A4HD2GEzyHw5E2OMFzOBxpgxM8h8ORNjjBczgcaYMTPIfDkTY4wXM4HGmDEzyHw5E2/D/m+oThV/lGpgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_SKIP\n",
    "\n",
    "# Let's see what we got....\n",
    "plot_image(v[0].data[0], vmin=-.5*1e-1, vmax=.5*1e-1, cmap=\"seismic\")\n",
    "plot_image(v[1].data[0], vmin=-.5*1e-2, vmax=.5*1e-2, cmap=\"seismic\")\n",
    "plot_image(tau[0, 0].data[0], vmin=-.5*1e-2, vmax=.5*1e-2, cmap=\"seismic\")\n",
    "plot_image(tau[1,1].data[0], vmin=-.5*1e-2, vmax=.5*1e-2, cmap=\"seismic\")\n",
    "plot_image(tau[0,1].data[0], vmin=-.5*1e-2, vmax=.5*1e-2, cmap=\"seismic\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "assert np.isclose(norm(v[0]), 0.6285093, atol=1e-4, rtol=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now that looks pretty! But let's do it again with a higher order...\n",
    "so = 12\n",
    "v = VectorTimeFunction(name='v', grid=grid, space_order=so, time_order=1)\n",
    "tau = TensorTimeFunction(name='t', grid=grid, space_order=so, time_order=1)\n",
    "# The source injection term\n",
    "src_xx = src.inject(field=tau.forward[0,0], expr=src)\n",
    "src_zz = src.inject(field=tau.forward[1,1], expr=src)\n",
    "# fdelmodc reference implementation\n",
    "u_v = Eq(v.forward, v + dt*ro*div(tau))\n",
    "u_t = Eq(tau.forward, tau + l * diag(div(v.forward)) + mu * (grad(v.forward) + grad(v.forward).T))\n",
    "\n",
    "op = Operator([u_v]+ [u_t] + src_xx + src_zz )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Operator `Kernel` run in 0.50 s\n"
     ]
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "v[0].data.fill(0.)\n",
    "v[1].data.fill(0.)\n",
    "tau[0,0].data.fill(0.)\n",
    "tau[0,1].data.fill(0.)\n",
    "tau[1,1].data.fill(0.)\n",
    "\n",
    "op()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TI1Jnff1k5s+fTMP//B9UdLwOmzZRsGkTlY2NxHbuTJ29OfMEcMg5eyPnxoDy1laie/fKXxjmjcel71OmuDfBSHu2o8WGx6GRzU6XjehOBdILCW/g+JTWusv6fSvwS631PUqpW53ftwzRfw0pMnnm7G1+7QyCkt3hw/LbxOXaUp0t0bW0QFtbAinpaypeGjX2MPJesYluBlOnjmPhQli8WFovXgwVzb+DtRtgwwbYuJF3EOLYhxCGkZjMACgBSp2jlgMVnZ1UOF5UioqEKEwsnYOeHvFHtLaK4NjcDMnkHqvvdr+N6l1IIlFGc3OM5uZJrFt3GkrVsmABLFo0m0WLZvOJpUvhZz+j5Oc/B6D6hReItbXRQTrxGfLrcZZyx01d0dREiR2cmEjIhU8mXdKDdLse+Kq5mex0ZptXyvf7fjIiVGmHFkuAhc73/wBe4CQlvEwe1SAOiXzIzpjGjPfV2PFtCWnHDkgk3kMI4x2EMCBdUooBk4AZjBkzncWL4bLLYOlSKHnux9L8b5+ANWtoAXYB7QjZeeY2pCGKEF0lru2sJJkkapOGo/YaH7DhEUPgyeR+p+9vOYv552zCfRlan8bGjbPYuLGeO+44i6VLK1i27HNc8ciV0mTNGmJPP03s+efp6O6mg3TitkkP53dFWxvlnZ0iRpv+Z5p6AlkdGvmEpWT6fjIiJLyBQQO/UEpp4N+dAtsTrdq0HcDEIfifIUemt/ZAvK8GfmRnDPogxGCcEkaia26GnTuPAm8jJGGkI/MI9yF2unHAacBczjuvjGXL4LrroHTtD2HRI3Rt3AjAa0AzQjVB0YMMhhhWaAhIPJ2Zi+aJrfMmMHFj948iVLSf7GQHQuavO8s6tD6NNWsaWLNmIeedJ3bDL33pc3xh9eXwgx9Q9eSTlG/cSKtzfgdwic8QuiHBRCLBhG3bKLBndnjzZNmqbQ4vrkFQb+7JTHqhl3bgWKC13q2UmgCsV0o12xu11tohwzQopa4HrgeYNm3aEHQjP/gNQr+4O/t7PnF2XrIz9vTOTrHVGQfl9u2wZ89BXKnI2OsSuAQSA6qB2UyaVMu118KNN8K0rT+GC+6jvbGRRgZX8bwAS51FJL3S8nKYPl08nuPHS3BvURGFzt10THqpkJd4PMb+/dWICnsAIbu9uHGBQWCuw5Ns3Hg+ABs3Xsp3vzuLm2++gSseu4TIgw9S9+ijxDo6eBu5WoecfwSX/Exk4oSdO4l0d/efb5dL0ku7Ppnn0vrZfDN5dk8m4lMq4Gxa3e/xPWUxaMLTWu92Pt9TSq0DPg68q5SapLXeo5SahI+w4UiCDwHMnz//uF7RXI6IIA4Le52BHUjsJTsThtbWJkTX0iJk19m5F/ch34OQxBHEqjbOOfIM4CwuvHAsN94Il9a8BsvvoGPdOl5ApLmBotT5nOYs1cBkoKiuTrwKdXWu86KyEiKRVPBLZaWsBtepu2PHBJqbxwJmiSHSm6GjfPCb1OfmzQ38xV9cw+WXT+eOO77JmQsWMPnBB4mtX08LpOx7IOR3BJfwjgATOjqI2ZlSs2VFyJDi2S8OL5ezwvtiPWmkPaWyTJD2IGf2iFMHgyI8pVQZUKC17na+XwR8A3gG+EvgHufz6cF2dCgRZDBmc1hkk+psm51Ndm1t0s4JO2PbNujutu1dhuyM+joJmA1AJPIxbroJbr8dYg+s5MiS23keeHmQ16HWWUDIbnIkIvErc+dKsJ4J7DVTMJw5ZoYOqqpkVVWVNJ8zxxB6Mdu3z+aVV2aTSMxFCO8lZ6+B9roRaGTduotYt+7LrFx5KbetXUj0zjupf+AB/phI8LbTch9CdnHEC51aOjup2LrVX7IzsJOOeteRfUaGd3s2h8dJgZDw8sZEYJ0jGhcBP9JaP6+U2gI8pZT6IvI0f3aQ/xMiRIihRD4S3jDCoM5Ya70LmOezfi9wwWCOfazhfdPmCkEJMovCmxIuHhebnVFjQdTY7duhu7sdeBNXujuA2LpiiGPiLObOnQXArbfCNXNeg0//DS83NvLMIM99NlAHfASIfOxjsrKhQUS0urrUVK2+aCxl8rLn0pY416Ii2ktFpJdp5b1QK96LAz0Fqalwzc2wfXstjY21bNlihsMWRFr77QB7/wvgF6xYcRPPPXcR3/3uNzlz3jw+cu+9lDY1AdCC2FCMXc+W8vq6u6nctq2/1GJyYAUoIOTntDC/s9nvzL4nhVpbUJA5aaoXJivFMMDIo3gLfoPR+z1fr6zJW2emiO3e7aqxYJNdC/3JrhJRMhtYvHgSK1fKPmdt/g6JeTey1tlroDgLqAem1dTAJZfAokVCdMC7egK7d4v63b3FLT1hkoTaiUpKjT/UTtnihH7EkklixcXMKCvj/PmT4LJq3tUTePHFMgA2bFjIc88t5M03Xwd+iRDYQPAAmzf/lnnzvsZ3vvM5/m716VTffjsApT/7Gc1IYI+ZgNdnLXR3U/mHPwjJGfhJO2Yebg6vLQRzYJh2JwXphRLeyEE2D20+tjub7LzJQrq6JPRk505xUGzbJm3Tya4d15hfiche5/HlL8dYtQpKl18PQPPDD/PEIM7348AngPJLLpE4lssu4zebCti6FXb+TNrs3u3OhTVxxiazivHCgnBAGuGZqGkzL84E/JoDRaNMrK7m0lqxFl66dD6rVp3PT34ym9WrZ/Pss1cB64DnBnBmLwPLuOGGFWz7cgMPrV0LQMXy5dQ//DBFSKCPTXopGEkvV/U0yDj3NtNMDL9tBiec6GyEhDf84Udo3t/5SHq2w89MFzMzKFpb3dATcVCAq8baZDcBIbtFfP3rxdy1/D24YAm/amwEXF9lvqhHvEilN90Ey5fzq9YZPPccvHCn9CmZ9Mb6FSAhyDHGjy+mulqcEeCGoKQhkXC9MiYZwO7d9HZ2ps3mKICUoyNWXEzBGWdwxac+xRXLL2bXqj9j1aq/4YEHrga+j0h9+WIlDz98Fdu3XwvAunUPMbGykrPuvpsChPTiiIprpgMVAAXd3VRsd4J5TEBhYaHkxLJJz0484EE+kp3ZZu93wshviCU8pdRi4NtILNUjWut7PNtHAT8EzkZila7SWrc6274OfBFRc/5ea/1zpdRUp/1EJNb3Ia31twfbzxFHeJA5d539O5sqmym4OB6XubH2DIr00BNIV2NByG4uSl3E3XfDLZ95DeZ9mic6OgYcbjINuAyo+OpX4Z57+NaqAlZfBk1N7wFv4Cp7SdxYvzIkjGQcMJHOzmoikWIqK13JLxXJoXz0+Hgc9u6lt7MzNevXSFaG+ACKkklKt22jYts2qv/1X5kxdy7/57rrWHX0f3Hrrcu5776rgFWIZzcfPMnmzXKNP/rRFTz//F2cWV7O/FtuoQCZ0G1Ibx9CeEVAUWcnALGmJneq2ejR/fPaZ6xGno5coSknTVDyEBKeUqoQ+A5wIfIm36KUekZrbd/ELwL7tda1SqllwL3AVUqp2cAy4AwkImqDUuojiMn1H7TWLyulxgAvKaXWe46ZN0YU4XkHV5BpZd5t3ogG46SwVVlDds3N3qBi8CO74uKLuP9++Pv5v4N5n+S7SFxZvljmfNZ9/vOwejW33V7A/RFIJl8AtiHS5X4kMNhkWTFiW6W1TmDXwDDCjpi9PGqgaWTNxDiCSy5mkj+45FeCyJJVTU3M+Id/4Mxbb+WbN9/MPUfv4rrr7uXRRxuBlXleAZGI9+z5CvX132bTpq/xiW9HOOvmmyGZ7Ed6Re6ZUNLRQaS5Ob1ymrcOrl2rw5w/wVVb8xvSpcATgqGV8D4OtDhOTJRSTyDTS21yWgLc4XxfCzyoJLxjCfCE1voD4E2lVAvwca31ZuRhwQl72wFMIf83YRpGDOFlUmUH4rSw07J70zy1tblTxmS6mB1nB+kOitko5ZDdnF9x5JMX8CD5h+jOAZZOnQrPPw/AXT+ZzYrCBBL+uBGXbP0w1vmM4Ep55YwdW5xKKmyyIPdz6pk0Uh/6UGrKRVE8TjQe5xBCLCUIwdnTvkAIsQch9m3ApmSSOXffTcPdd/PDO+/k1j+sYPHiZwFoa7uP/BT7XWj9V3zyk//GL3/59/zZ/XDWV76SclqY6WiG9HD6Wb1zJwVlZek57b2Fv+3iQBaCqrZ2W4MTIuUpFdxLmxtTgDbrdztwTqY2WutepdT7iDoxBfOmcvedkt5VVQN8FHhxsB0dMYQHmaeO2b9zqbJ2qidjtzMaXUeHGP9bWyURgFiP7KBisMkOFnH33SLZHfnkBfwfXItaUFwDfOTOO/nFx1awbIGs27//SST2Oxd1ViJzK0BCYaYDpzF+fIy6OrHfmSzJ48cLD6SleDeGPTNHFaC4mGhzMwWdnakraRJ6QuYEBu8Bv0JGfsPtt3P+/ffz9pNPAnDX1q+yYsVCJKY9KLqA67nggof47W//nk/cm6D+llvoQ+6KSTZgE14JUNXcLElDTTnIUaPSSc8r4meZb5vLaXFCpbz8JLxKpdRW6/dDzkypYw6lVBT4L2C51nog03XSMCIIL9cMCu/vII4K6K/K2rY7yXpiZwsxgzqGhJ6cx9e/XuzY7D7Jg+RHduXA8kgE3niDz948jTW3bwRWO1uDpA2YBczEnWtRi1KnMWsWzJwpRDdliiQSNpJeRsIDN8mAE8NSunMnNc3NlCKyo8mGV+JclUw4hBDfy/E4iz79aQBuu/JKrn3rKWbNepZE4osBzw/kuv9PFiz4Adu2fY0z43Hm3H03vU4fErjXPO70M5JIUN7Skl4cyCvpBSS5IE6LE4b8CK9Laz0/y/bdwFTrd7Wzzq9Nu1KqCPgQ4rzIuK9Sqhghu//UWv84aGezYUQQnhfZJL1M8BbcgXRVds8el+zS89l1IfKNsY2dBjTw5S/HxBs779N8l/zU2DOBKy65hJfveIazTzuK2Loac+xlUAbMRQjPkB5Mnx5h1ix32qw9o8yaVda/iE95uWvrMnEspmjG9OlM2LGD8tZWnAx0xBDbXSvZ01XFEUMPwPY1a/jsGsXhl17i0ju+x7PP/guScSwIutD6Kyxe/G1eeeUuJnZ1UffwwxxBaNNIngdw0scDpW1tlHhLt2UjvBzEkUnKGy5OCySafKZSajpCVssQ5cOGmW66GVgK/MpJLPIM8COl1LcQp8VM4PeOfe97wA6t9beGqqPDnvByJQOw20FuR4Wt0hp11sTcuWnZ7Xx2CUSumeQc4SwWL57EqlXABUt4oqMjLwfFImDBnXdyb9EKbj37ZeBuslOHjdOQiTFCeFOnjuWMM2SLkepM3J3fs96P8IzIZ0cmm3TwU6akCmiUtLRQ44R/VLa1UYlIqLsIJqs1I5OyP3v22Txz773c1fA1Vqw4DUm1GAS72LNnJZdfvoLfbVhFRXs7tT/7Gb24YSpHSCe9qtZW/5qVpgQkpDsxAjgw7O0nHENIeI5N7kbg54jn6/ta6z8opb4BbNVaP4OQ16OOU2Ifjo/NafcU4ozoBW7QWh9VSi0APg80KaWcKFZu01r/dDB9HfaEZ+A3yPJ5s3prUUB/VdZNy27nsytEbLOSCGDu3FmsXClBxb9qbMwr9GQpMOfpp7nmiUt5/PHHgR8F3LMQ+Bgy12Iu48dXU18vM8lMnF11tVQwM+Yrw2W2QNPvZVBUQkHUeuhN+vSeHjlgPC5/MGuWTFkDotu3U7dtG5WdnVQiIdh/hJx34gjwGLDwllu47eptzHn6RyxZMhH4ZsBr0MjmzY9x/fJreejOO6lub+dQU1Mqxf0B5LVxAJEuo93dRN98s7/XxnZaeD+zIJuX9oRJeUMYh+cQ0U896/7R+p4Arsyw70o8Lnmt9SYkbd+QYsQQXogQISzkM5d2GGFYE16muLtcYSl+6qwJMDZqLKTXmjYSnihpe5FMvn2I1WoGkYhM0r/1Vpkb2/zww3kFWlwL1L74Ip9Y/nE2b87HhjUJaAA+RnHxXBYskAxQJs1dVZW0MoJMJOLUpbVr0vbiK81IkwLn0/FzFkFRZYySqj65WNXV8kczxVZIXR3MmUPltm1UbtpEZTJJBaK27gtwNi8A+x5/nCvefJPGxs00NJQB/xTwWjzJww/XUl/fwN/dcgsf+dKXOOSI6724SUNTUp6pf2sX+3Y9N+l6/gDoihgfAAAgAElEQVTU2uE00+JUwYg446FQZ0EiL2zCs8nOrRnbhTwyxlFRDZzFTTfJPtfMeY3EvBvzmht7LVD76qucftWZNDf/f0jkWhDUI7NoG5g7dywNDelkV1kJsahzHXp6oCcBcctg6fdge2DX2AU3OgUKKCwsZXS0lGjVZArMZFxTGPfDH4baWmoaG6lsaqICMeLsCnBWrwE9jY184brTefXVHcyb988EJ72V3HDDEyx49XOcedOr1N53HyBE14UQn8mycgCI7d6d7sEZM8aVjMxnjsQCNjLN4z7u5BcS3vBCpgGUj3Rnw0h3XsLbs8e14bmlFM1MBrHdXXjhWJxEHvDpv0l5H3NhqfNZ++KLDtndQvBA8wuATzFmzDwWLYJzzoGPftQqwp044HhcHIOkX3xZjvmktgPHm0zY4P33DV9KacdoZYyYLfXV1hJtbGT+hg1UdHcTIxid7wK+39zMX191Oo2NO2ho+BrB7Xnf5G//9p/53fO3E3WyOkxbvz7luDBB0abuLVOm9JfywK3o5lPy0U/Kg1M2LGXYYMSc8WBDUcwDbdRYEOlu715butuPPCpuXrtJk2q58UbJVAzwcmNjoBRPixAHBcAnln/ckexykZ2ZNXERsJC5c6tTZDd3rnBMaWIftMfTvS82csSaBYEf8RmI3b+E8vIZVCyoclXemhpmbNhArKmJGJIHJVdc4tvAD5ub+cLyc3n66c0sWWLKWuby3r7M5s2/4K4HL+K2G28EYHJTEwc6OujFTQ+fIr3duyUgce9eV8oDN31Ur49UnAW5cugdN4SEN3wQJNDYbpdpO6R7aL2EZ7IiyaNh7HajEdvZXK69VmpQHFkiIl6Q5J1nIqEn1zxxKYBjs8sl91QDn3G+X8CFF5ZxwQVw7rnija0oOgAdTu46u5CNNz2SvS7bd9IFv8LC9EPas1HsQmE9PbI9Hod4eSmV1bOJGTtZVRWVGzbwifXrKQVMaL9d8NiLXcCPGxu54olrWLlSvNYrVrxFbhvnA6xYcT4XvyrX+MzPb6LmvvtIILZEMx3uEBAzN9mW8sA1emZQaXPZ6k6olBc6LYYPsiUJCDKFDPrXejFk193dn/CSyYO4gQ2m/tcMzjuvjBtvBJbfwfMB+16OBBXfW7TCCT2B3A9vLXAxxcWSVXjpUje35+y6PhFBu7rS055kCqnIRIAZpAGzOpnsH5bmjV80sE0D8ThUVlZQveB8CpwMo5HKShrWriXiGAZ/j0Q1ZsJrQMXjj3PbvfUANF7yNZ599nVyR/k9zB13iHH1x6tuJNLYSNXGjWkFgA4BiWSSSEeHXMOJEyU1DsgJmFCVgFJermwqx03KC1Xa/KCUmgU8aa2aAfwj8sx+Geh01g86WDBfBJXugsBkQzESnkkDBW7CXzcR0lFEupvAmDHTWbZMSil2rFsXuHTN8kiEl+94xgkqDhJnNxu4lLFjP8lVV8maCy8UspscPQDNDtnZngXor7rajokA06i8sJMHRyLyd34ZlbzqriE+Cd2bTWxxeSrYt94h/JJ4nEZIFenxwwtA9S1S6/2ZlxYxev33SCQuydHrX7Bu3cUA/Pja6Vxx1VVUbdvGge7uflJepLNTruP777tGXCMpG1veAAjEL7PKcUFIePlBa/0G4gY0+bB2I6lr/wr4V631/UPSwzyQLYFnrnaZsqIkk+nqrK3Smmllosqa3HIi3S1eLMmFueC+wAEk1wC88YYzXezuAHsI2Y0f/0muvRYWL5a1DQ0Q63kHWjpcsjNiV2Ghm+vN9rxmIrscxJfpmfEjPXsfbyC3WaqqJjN50SJ3VgMw+7HHpDgI2UnvKefz1rPP5o23NKed9o/kTjggL5X771/BFRv+Cv77v6lasyYl3ZlwldTNNunsIZXWPiXh+ai2fumh/IjthISohIQ3YFwA/Elr/Vbg4r4nAPk6K8C1P9kqmC3haX0Q8cqChKFMYOrUcVx2GZSu/SHtAWdTzEGynnz25mlI0Hmu6WK12GR38cWp8hSUdr0tauz+/SKeGhiys2cM2IWnM5GdQRYbnt+zk430jL/EziFqrnNvdYxpCxakHdSQXi+Z1VszL/YpYNnNn2XlyqdYseJ8sqeWkjnImze/wQ/XzuILS5YQa2ykvK0tNVqMihvp7EwfAKa4tz1gsl0QD05oiMoIlfCGSn5eBjxu/b5RKfWaUur7SqmxmXYaavi5/73f7bZmW1BnhZf05EVvUloWYzyzCxeKHY1HHgk8pX/p1Kn84mMrWLNmI7kTAVQDFzN2rEt2CxZAaccuSjt2SQR0V5fo3/YDaJOd3xKQ6LzwNi0uFm41HGovo0f3z7gEIkl3d0u3W1thV0epnNSCBXKC117L7PJyPo6bsjQTmpGEA7fN/wVTp341R2uDZ3jkEeDKK2HhQiYgc2qLsNJbGXuGEfVNeTov6XmQS5M4ockDgizDCIMmPKVUCXApsMZZ9W/AhxF1dw/wLxn2u14ptVUptbWzs9OvyaCRKw4vF4w6a5Ned7c73qV6nZErxHY3c2aExYuh5Lkf07VxI9sD/M8ygOefZ9kycFM8ZcJY4DMUF1/AVVeJGtvQACXtu9wIaOOJBXfQ+pFbLvU1jwHv3c0mPfvvi4rSSc+sMzbAw4el++3tsKu9hF3tJXKCixfD1VdTX1zMfCTjSjZsALjqKicn6ooAZ/AbNm5s58fPlcCnP03JzJmU46a16gW54fYA8JJdtgLfHgx2bA4axksbZBlGGIor/BngZa31uwBa63e11ke11n3Aw0j6537QWj+ktZ6vtZ4/fvz4IehGiBAh8kIo4Q0IV2Ops0qpSda2yyGQkHPMMZBgY/M7kRDJo6dHtBr35X4U8cwadXZSShjhiSd4LcD/TUNqUNz1k9lOpuJcoRQXARewdKnrjU3Z7IyunUu6y6TCZorF8/udYXU2Kc/uSlApr70d3u4qlRNdtAiWLqUeyfuSDXHgN/E4s9et5POfb8Bkq8mOF3jiCeAzn4GGBipIV2v7jJveFvGNt8Vb2SmgtJdJxT3m0l6o0uYPpVQZUqnIzkb6TaVUk1LqNeBTwP87mP8YCPKx32WDPV3KZDc2WoxwiiHR0cBY6uoKWbAAKpp/B2vWBHJWXAawejUrViTIHZZ8AbCQCy8sS8XZxXreSVdjg5CdV8fMRHZ5Dna/3Q3pjRqVbrsLSnqG+N7piaVIL3LhhZyJEyKQBY3AkdtvZ/VqgOUBzqCRtWvhd80VsGABBXV1RHHV2j5Id9ebQRGA5DLZl+3txxUh4eUPrfVBrfU4rfX71rrPa63naq3P1FpfqrXek+0YxwqDtZF4MxybxZ5TK9KdVPoqLh7H3LliY2fDBlrILavVI6UUb7u9ACm4ky3vcT3wKebOreaCC6w4u44O8cba08SCkF0uyW4QTgvvZ3Gxu5hM8EFJzxBfRwcciE5OkV7l3LmciQR/ZsIhhPQKbr+Nr351EvLCyIa30PplNmxAbuTcucSKi4kgD0qK8PyWIbLjHTeEhDd8MZCBZTssbOIzQcgyrguRHLkxamokE8nsqn2wYUOgrB8XAdxzD/ffD1JdLBMmAZ9IJQI491zPDAoTeuKnO2ZTZb37DIDs/Jr5HdrAJr0g6i249b7b26GvbnaK9GaMGcNsoCJLv7YD3H8/99wD8NcBzmQbGzbAvqrZMG8e1NRQikh5BeBOuzFLMtl/sOSJTCVCs0UQDBqmalnotBi58IZSQfr4NuPaRQEwmjFjInz4w0J4bN4MGzdmLVQD4skpvekmvrWqwKkb61dKsdBZGoCGVCKAOXNwyc6rwga12Xn3MRiiN7r3kPbf+IWtZCI9Q3w26TFnTor06oA6Mg/k94DXkkkKVn2Lm26KARfn6PkbbNoEjY3IDa2tpWTMGJfwIJ3cPvjAfQva2+3PkxGhhHfqw/tGHIj9zhtwfPSo+xJ3c70JiosLKS6OUFUFp5/uEN5LL/EOudXZTwAsX+7YlzIlBvhYapk7d2wq60lF0YH0GRQQXKrLNpgDOioyIdvu3r8NSnrmGEbC7uqCA0UVKdKLzp3LR4CPZOnXLoDVq1m+HMSPlg1voXULW7ci+bTq6qCqipLiYgpssdN0ym8x23xw0tjxQsIbPhiqGCc7NZSd8cMWpCorJbtRbS1MjuyDbdt4j+zzJM4Cyi+5hF+1zqCp6T3gTZ9Wpzktz6K4eC4NDfL81dTgJgIwM/ZtlggaUDzEZBf0MH4OjWykZ5+CmZHR1QUpG0JDAzXFxdQCE5zFiw4g3tTEjNZfccklE3CMCRlwEHiLbdtgX2SyJCqtqZEsKZFIuq5t5h7aKm2eOOEZj0PCG14YyIDKNW7NQ2gKdVVXO8Vwmpthx46cqcrrAa67jueeA3gDt0i3QRludTE3LXttrZPPLh5Pz8uUaQZFLseE+T5EZJdp96Ckl82RYUt68TjsS5TKBZk3DxYsoAZxYMxArKo2enBq4T73nMxvzum82MOOHXI7mTnTrURu0kHlwhDa8Y4ZIYaEF8JGJs3E5hO7DGttLVKUtrWVQ1mOOxuYVlMDl13GCy+AzAw97GklRDd+fHWqwlhdnfxPv3x22cguk93O4DgO5kymQpv0/Ly3digLuKptPI5cEMeWUDl+PDWQWmwcwamX8etfc9llMH36bOCTWXp7gNZWuZ2pFNGmdmUmY/4xtNsdE8dFSHinNjLVmR0M/OaDFxa6ZQxtCa+6GmhrI5FIZFVn6wAuuYTfbCpASrUeQBwTBrNSS319eg2KksSB9Mwno0dnlui8opE5Ab/vNoZogAc5vP3dS3rm9PykPUN6BxIlcmHq6qC+nmpIWwwKkBAV/vAHCjb9hosvBnEEZcJBEomD4iAxN9cu1+glA2PcHQKyO24qbuilHf4IGnDshRnXhYXyANqEZ5L1lsTfg3ffTaUS8KLWWT4CsGgRW7dCMrkXSStV5iynIYXXpUj2nDlimzcFd1JRz3bHbIbI5Y31nlCmEx0iBCU989tr07MdHKNGpe+Xqi1ijKhz5hCdOpXo1KlUIyXsJyDqbQSZC3sgmYStW1m0CNw6vX44ChykowPe3V+SXp3cFPGxxc7CwgzH8cdAx+GQYoRKeMPqbDK9HYdiYNlkZ8ZANCrP28SJpLKB9tL/opYiZAcQ+djHoKGBnT8Dt1B3JZIUoNppOZMzznCLZFdVOdXFunxCULxEZ7YbnCCysw/rJ/jY62111f7tJ1x4Sa+vKkZBVZU4F+bMAWByWxtxRJU14SQFiCMp1tLCOZ+Dj32sjC1bzoZUhRE76LsYOJKqWTLRpHY3mVJMx7xOjAHihKR6H6HpoUbeGYcIESIkvBD9YYQjI91FIq4JB1wb3vjxQLvExfUhUkUUkd8KkAQB08xBGxp4V09g924Q5bcMkfAiiEpby/TpkZRzECx11q/wTq6A4lzS3XEY9PlIeZn295P2TJhKrLJSqoo5InFJTQ2TW1tTFUaOIFe3D6C9nYnqPRoaJrBly2zcpAJbEFV2LDI3+mgq7o9q5ybv3StNbQnPSHlDrP7ZSUCPmV0vJLzhhaEaKHZG9DFjhPzAJbzycmBHN/T2UoSosOXIxY0hZDfZPCRz5rB7t0keWoA8YDIfF6aj1GnMmiVmqYkT3f+hx2O7A39vrNnuHcwniOy8f+UlPi8Z+nUpEsmcOfnwYYgZY6op9n366UywvOUJ5J4UgFz49nbmzJlAJFJLImEI7wBSH20sctdKUoSafqNJv/7G6DgEOK5p3kMJL4QNPxOZt96yeQbKy0nNZ40gj0ul81mO4zGsd3J71NXR0WEe8ihSrLsMedBcsquqgrFOruhIBIj7SHfZJDy/T+8JngD4SXtmnf3phU169v5Hj+LGCJk3hOO5ndDcTB8iaZfgxOf19sKePdTVSSD35s2znCPtR+5BBPeeOD4ic5PHjUvvVDTqupFPNSN/WKYxhB8Mn5SV9Ve/TJRCQe+RVOMIQnJHEBWqAvEYMneutKmupnuLOUYMcB5Syhk/PsbMmS7hGYJNHd/8uVfCy6a+BpH0jjP8pL18SM9Lmkd6CyiJRmGSk4qxpgZmzqR0714mdHZS6rQrNX908CDVp4uPY/Pmmc7W/cj9KETuSVmKD1LHLy9Pn3Jj3PUmFvJUQijhhTAwdjtbiBo9Wsa6zSvl5Y4UZkJFolEKxo+nwkpZXwkU1dW5LtfKSo4elX3Hjy+ms1MMdWPHFqfi7SZNku0pidI7p83+foqRnQ0/dTYI6Xm39fbiEhK46m08TjSZJOIU3SkysyWSSSorxbFbVyde1ubmmYjtDmAS48cXpq5/IgElRsqzCc9vOsgQSHnHzWt7ko2H44FhecbZBkvQgWTboUeNcsnHjv5IVRI0T2B5OdTUUBGPU5JMUgCUlpfLbIApU+T/ozEKC6VpdTVEIsUUFckzWlsrzSor08NfAH9Sy6TKer/7/T5JkIv0zLpMSIXAFRW5N2ncOLm4znzjoo4OIapx4+TCFxcTi/YxdWoBp58uu7z77gT2748ARykuHktNjTRN9cMYcL2Tqs0gyJPsTkgoio1Qwju1kcvYG9QYbKtbRrrzZv4x2ks0KmSY+jFunEgWiQTReFyexunTZSaAo24lEiItGoKrrExPQjB1qivdpcaj+X8/21wmwvOe0EkMr4qbq8uFhf0z16QR3tix8uYwkvf48fLdODcc3biqqpS6OmkSj0Nra4ze3tR7K/XiAdKNuHZKLkN43jjIgNf9hNSjhZDwQvSXKmyzTFGRSH3JpBtramzW9Do/Jk2SmgdFRW6AqlGvKqW4YG+vNK2qkmOYZkbis6dsphFeLrX1FCU7G5k8trYKa9r0i/e1b1h5udyLo0eFHSsrhaTMhY9Gobc39ZIBuQ92M2NHLStzjm8Tnvkf26PlJT37BE5GhE6LzFBKfR/JnPie1nqOs64CeBKZq90KfFZrvV9JJe5vA3+OTGG8Tmv98tB3/djBHqf22PZyizu+nTe9CZwrL5cnp7BQpAujH5Gm+ZrnLuUUGT8+izrrFTWHEdHZyOTQyNY+td22NTgvGCIRN4axqMh1rRcVpe6DQVWVNBs1Su5FdbVosUVFuNKcl5WzJWo42TGE/VRKLUae+0LgEa31PZ7to4AfAmcDe4GrtNatzravA19EAiH/Xmv98yDHHAiCnvFq4EGnwwa3Ar/UWt+jlLrV+X0LUrZxprOcg9SpPWewHT1e8DN9mTGeUl8djB5tEZ4xmEej7pzXwkJ5YizdyDxzIJ+26mycfkZYSFN1Tgb7nJPzLeH4PY/ls+09rp+UZ7fro4AC29ZgLqp5+dgXurISiorS3lE2L5p7YfwU/QjP21Hv2/BUILwhVGmVUoXAd5CCXu3AFqXUM1rr161mXwT2a61rlVLLgHuBq5RSs5HSzGcgAQ0blFImn2uuY+aNQGestf6NUqrGs3oJsND5/h/ACwjhLQF+qLXWQKNSqlwpNel4FvMZCoOwPW6zJcGQhyHiGt4Mm/llIsYlPKMd2SpyRkdfNmnueKK3Fzo66HBK51RVHb8uBeJ4W8IzrGWnvPGI5jbhjRvn2gWNI8S80OTWpd/HnB3ME94xe8ztekNrw/s40KK13iWHVk8gPGCT0xLgDuf7WuBBRxtcAjyhtf4AeFMp1YJbyzrXMfPGYM54okViHbgBZVOANqtdu7PuuFYvMwPIJFG0kyrmixKyMB5F9FFAglJ6gcM6BohsDlCoJdjBPCYl9FFKglKTRErZ6QaK0pYT6sXzQYJSOpjBjFSJoir6p9s8cTDXq5cSZ3H9PUktKQHAzaBSwhFKnPsQUwm3tSqyWhYBEfoooDdVsLE/BvIg2VlT7HF6XJwYQ0t4fs+8V6tLtdFa9yql3kcivKcgxeXsfac433MdM28MyRlrrbVSSuezj1LqeuB6gGnTpuVoHSJEiCFFfoRXqZTaav1+SGv90DHo1THHYAjvXaOqKqUm4dat2Q1MtdpVO+vS4FywhwDmz5+fF1lmgp8UN+A3prcgi1/NAkfFSfSWpIpGmwxCZkaA0XKNV7Yi2ptKJdXPtmQb8aJRKCpJ/b39eaJMeEVF5jyqju8fQ/9r75NIwawy19/Uy/Yz4VVVQUlPjxS8Bbkf3d2i13qNeOXl9BaVpuoS2/DmDRgKE97xkPK0lhkkAdGltZ6fZXuQZ960aVdKFQEfQpwX2fbNySP5YjC35hngL4F7nM+nrfU3Ojr3OcD7J6oY94DgR3LmibHjr0yboiJ6HcJrb5els1Om1hp7nfHIAlREet16g11d7pNomNHyIhZEze0p6Me/fgZ8g2PpSJBjHwc11s9wmimNepFjVnBuT0+PvHi6uuReHDyY7qQF+SxxEgkA0NoqjQ3hmVTWANEovaSTp4HXSevp1kkLrYc0G/0WYKZSajpCSsuAazxtDF9sBpYCv3I0w2eAHymlvoU4LWYCvwdUgGPmjaBhKY8jDopKpVQ78E8I0T2llPoiUlT1s07znyIhKS1IWMpfDbaTxx1esvNWmLeN49Eovb0iHLS3p8papIXhgfs5rbzXRLmKdGEafuhD/QNare7YiY79YD9cQQN4T0oEITq/SPCikjQJz7xT2tvdMiDGgZ7yZZj7ALB9u9wPOxAP5OXT25siPFMsDkS6swPRvXGbJzOGkvAcm9yNwM+REJLva63/oJT6BrBVa/0M8D3gUccpsQ8hMJx2TyHOiF7gBq31UQC/Yw62r0G9tFdn2NSv/JPjnb1hMJ06YfA+SIbkbB3JHuHg6K4xDh6U56WlRapdxeMy6I10Z6bSUlskxzGN43FXojCBsiacItWfkrS6uIWF/b27fnNPM81HPWmRSW01371iLqRO0H4pxONyeVtbZTHWAxM5VFPj7NbVlU54b75JaqJzb68ERzrEd/hwuops/tpOKgHpkt7JfP2HWMJDa/1TRNix1/2j9T0BXJlh35XAyiDHHCxO0tsx9AgcquJ9qGzSM4Rni1uJBERdqaK1VQgvmdwPFBKPxygvT2Ufd1N+dHTAzp2SVLKw0BUBDdnZ+dfob8vL9SB5Q2pO1gcPyEx0mQjPJyq5t9fkGBTCa2tz74VJx2XCgQ4fdt5Ze/Y4tRiBV17hUDxOHxDt6JAGZj4uYqIwqrLfNfULYwpyzYPM+z5W9ryhJLxTBSfzY3BMENgg7FVre3pEbzXGORCiSiQocgQCoyElk3swUTj791ezY8cE2hwH+4GeAmLJpDTevZteJ7NKUTwuIpuZ/jRpkvXkpM9Z94M3GNcvo8hJSXoDITvvNtIJr6sLdu92pe39+0UHTSSKqamRa1nQc0Aa7dgBQDwep8s5ZEUySUVrq7ylnAtnhoBNePYsnNGjZb2pjZ4L2cbg8QhLGWoJ71TByfgIDBqD9nJ5Hy4j5R08KKPeJrx4nEiN/Ozpgc7OowjZvYVE4x2muXksf/qT6J9dXRArLoZ4nN7OztRDFo3HiTY3u5NqLemiqDKW1i1DaN4YWK8qddKTXi6yy+RAMussz02P4yEHEdyMdLd//35ANnR2VhOPF0tgcVcXtLTQ60h47yCGJSNvlXd2UmAYNBJh/37XC2+6FY26FgjTPfNiOqmusw/6+nLbhYcjTvLbchIgkZDXtlFpzUMAMtp7eigp6oOUl/Ag8C5CeAkkdfhYtm+XVOLt7TDDMfwcglR1rUNAQWcnpTt3CtlNmZLyEpZUyfEhnfQypT23yc6P9EybE4agjgnvd+M08pxEX1EJdoRJa6tYCzo7DwBvI8k9JRd1b+84xoxBbkRTE+84f9+O3IsSZ0kApQ4j9BWVcPCgS3g2iopk9qDxdZwqCCW8EOmwpYoPPki3WtsjxXkKIpEKZ8VBJLyoHXnQJHX4K68I4TU3w/nzJ4mahNDhIWcpAGqamyWlVG2t+3QlEhQWlqa6ZT6z1XrIRnpm/xNCevmQndeW6ueudtTN/fvTCe+NN0BeOm8h9yQGTKKoaJyYS7c2w7ZtOEEptCP3Iuq0NHUwGDUqRXRdXa4zysDcAz9t+2THqdTXocKwJrwhS7JodBXbY2vgPAXRaIXzIBxBHp33ELLbC8RIJCTF+/bttXBZNUSjqXoL+yA1aakUmLBjhxCece1WVzM6Wsr778tPExYBuUnPPoUTSnqZni4/tdbLHjbZeUXUSIR4HN5913W4vvEGaP0W8CaupD0J6CMadXKxrt7OO4kEbzt/246k5O9FXj695j/GjEkju3jcTSJhXib2/RgMjudUwlDCO4Vhz0U0v4cE5qFLJvuHqBh0dkJXF5WVMxzSKQQOI2QHYsd7HTPnubGxlnf1BCZWV6eKQx9AHrY+RPEqb22lpKUFZjkFZmpqiFZNTj3j3uSX3sxRXmQLkzguKm4QsvNzTPhJeHaHnXjFrlbRUHfulE1vvplAwkB3IVRWiMhtBUyZAhPVe9DYyNuQIjxj8e1BXlkFkAoXcm5xahaN6cLo0SL4G7vdqUQgIeENYwzJVB1DerYdzwR3dXQw7hwTxV8CeF/5B4CXANiy5QJefLGMS2trU7VSDyDEd8TZuxyo2b6dVDremTMpqKkhEunvvLBhS3km44eX0DJJdcdM2suH7Ly/zYvFK+FZ0t2BnoJUSOMfUmGpOxHCa0FKL5YhNX+jzJwJNDaS2LIlFRnfr2s4D4Yz8+XdlvTZgMZWV1bmk3l5APAbm8da2gudFiFChBhRCCW8YQ5j08tb4jOvcSNldHfLbxNA3NHBxLFHqKoqQaSJQp+DmKTPW9iwYSGXLp1PrLiYomSSBKSWEpy6tm1tRLdvl12cqmfRylgqUaXpjoHx2kJ6tL+Z/mTamP2Oi5SXr3TnDT/xU2kNnAn+Jth7+3ZoazNmhDcQKe8t60+LKS4ex/z5wNoN/BGR//xQgDNbeOJEjpRPMLc4FZJipGd7WOSDITe9DAAjVaU9uRKuDSGGZDDZ8XbgPowHD5KKU7AmbUoVsjJMEWd/NPLcc9C34Hw440xNL2sAACAASURBVAxKIY16262FbdtkaW6G1lZikSMpMrPDA40T2csXR4+mG9S9POOHIXsIgpKd/d1rq/POYzYn6czWPxKJpeLttm0DITp7MTgKxJgzB85f0AfPPktzlq5HgEgkAlOnpubj2ja8o0f7Fy+zPwcD+0Vs26WHGobwgizDCcOC8I7JoMg0iu0H0EzadLIG1NaaqZexLAf+LW+++To/+QnwqU9RAf3SSrY6S1dnJ12dnfI079gB7e39CvwYXjCkd/hwusnLkJ438sP7/ZjDz05nr/eGnngXw9wmNUl5Oe3tLtl1drYDTdZiYzQwmYULgZ/8hLdbW7OmzS0FuZG1tbS0yO01Ep7dJRsnS1LqoAgJ7xRHpvTYAyLDXKPWJrzOzpSLsK4Op87ppBx/8EtWrwYuvphqJPYr7fCIf7HVWdi0CV59FVpaqIgccusskM4VH3zgEp8tKOUiPb/IkEEh1wH9yC6TVGfIzuiPRUVQXs6hSAUtLUJ2mzaBkNyrznLQ06GxwCwuvhhYvZptObpfAXIj6+pShGckvCCG/oGQ3vFWb0PCG+YY0IAyoQ/FxW6mR5AH0Hht9+4VI9Kf/kRF4h3q60E8gtnU2l/w7LPvsavmzyifO9ek00zDe7h+xtZkEhob5elubU2rbObHETbpGeLLRnpBfgfGQMnOj+jsE+rtdecaV1bS2gqvvCKXJZlsQmykJtDYi+nMnTuBP6vZRfzZZ8lWQi8CTACor+edREUq3Zedr9WgqEisHYWF6ckD8sGJ8NCCEF62S55Jkj3VMawJz2/g5DQYe1PXehf7+MkkR5JJ0Xeam+GVV5g/H5SqRUgvG9axahVw3XVOSZz++KO19DQ1ydO9fTux3n2pAt5e1TYo6QWR7PImvWwHyCZCZHrS7E5a6Yr39cZoaoIXX4Smpv1I/sktWTpWz3XXAatW8bscpzAByULJ2WenLAkdHZBMJkgm02NQCgvdd6EhPWPuzUR+2cbfoDWTPBBKeCH8DTFFRRJaP2pUP9LrQ2LnjnR3Y/SrhgZYsABgVo4/e44HHjhA3/L/xZnFxSJVeGCCkZudhQ0bUqRXXU2K9CCdyIKQHvgP6mPitPD+UT5kZ/axshBv3y5kt2EDSP2XRtyySV6cRnHxQv7X8j4OPfAAv8/R7WqA886Dc89l2zb405+guzuBBJMLCdmCvylkZhcGPxXseSHhneKwQ07Mb3tb3rClOvMat0d3cXGK8A6B6D2vvkpFx+ssWgRQH+BPvs+ttwI338ycLK32IfM0dnV3p0ivoPl1X9IzxJeJ9LzeW7/BPSACzOWQsLflUmG9+4walSK715sL2LxZLkN396vA78heEO88br4ZuPVWfhHgNGYALFrE6x0VxoKAGxp+NO395629bYZKvjgR4Skh4Y0A5DWw7FFsiM6zFCDv/ARwIJmEpibYtIlFi0Cps8it1v6S++7bQ9+dd9GA4x3MgF3Aa0BXU1OK9GI971BVJZM9Ro9222YjPbPekJ5NkjBA0stEdubTT4XNRHpeqS4SgbFjoaqKd3piNDbCL38JTU3twK8hqwsiBizhrjv72HfffTmdFROAWoBFi9i0SW5nMrkXcYIcBQqJRORajx6dPhwyWD2y4kTZ7yAkvIxQSn1fKfWeUmq7te4+pVSzUuo1pdQ6pVS5s75GKXVYKbXNWb57LDsfBAOy4xl4SW/UKLeqmEN4IFJeD9DX3AybNvGJun0sXQrQEKCHq7juOii5886crbchpJdYvz5FepOjB6iudknPEF8Q0vvgAzemLBfpBUI2svOSWhCyM1XDqqs5EJ1MY6Oc9vr1B5G677/M0aFLWbkyAtddx08CdL8O4Mor2Vf3CTZtgubmo8icaFOqrKBfcTnb0lHoF2+e2jP7XO/jab8zCAnPH6uBxZ5164E5WuszEZv6161tf9Ja1zvL3w5NN4PBW3Tbuy0QvK9qW8IbM0ZGelkZlJVR4JBeL6LW7gOxsf3sZyxbBlL3KBde59FHG3n98hWcX15OeY7WL+PINGvXpkhvWuWhFOnZ0l4u9dYe1Pl6cTNuyCbZBbHZgUt2TiLUQ5XTaGyE9evltIXocimoExg79ipuu+x1mh99NJUkIBvOBFi2jOefl9soqvIBZG50IZFIoX37iUZdSc/P1xUEJ2q2hZlLG3ppPdBa/wbnWbbW/UJrbUZ6I46t92TDoFUGr4RnXu1jxqQWM66P4CTz3LkTfv5zrrj4COedVw2cH+CPVrJ4MfDkkyzK0bIH2ApsSybh8ccxT+eM6iOpRMlBSM/WLLORXl42vFxqbCbpLgPZHamewZHqGTQ2ymk++SQkk78EfoabjSYTruOJJ4DFi3kiQPfnAJXnnceRi6/g+edh584EEhxkpLuS1PvO3H4j5Q3Efnci1VkIVdrB4K+REWgwXSn1ilLqv5VS5w3B8UOECDHEGKmENyjHuVJqBaLR/aezag8wTWu9Vyl1NvATpdQZWusDPvteD1wPMG3atMF0Iyf8kgVk8+qm4JXujA3PVBMrK6OkszOl1vYiMkH1Cy/AmjV86UufY+PGS4Hf5OxjW9t93LX1q9x25ZVsX7Mm61zPLqRScUk8zuzHHkutn9HQ4HS7NK0eK6QLWgbeUIpcNTIyws8L6+egMNvtGRRmX+P+HDvWVWM3yabnnoPHHoP9+38LPAepPMWZ0MCVV57HRVtWstZUT8q5B/ClL7F2LbzwAkgAsxm2kk7A3HqTHsoMC1vK84M9toLa74YkpVkODDcyC4IBE55S6jrgYuACpxYtWusPgA+c7y8ppf4EfATRwtKgtX4IeAhg/vz5eqD98IMhs0wklxPeJ92wwZgxrqEMYPx4Iq2tqbmwCUStjbW1EXv6ab6w+nK++91ZbN7cgGj+2fAbVqxYyLVvPcVn1yjuQdTkTHjHHLGz0yU9ZwRPa2igqChGR0f6DAEzwP3sMkEyJ/cjvmxE5yU7+8/9pouZOLuqKnFQbBI1FoTsOjt/ixSvb8lyVUznb+Wp+9/mj6fdzvYsrcFxVADVDQ0cWvoFfnIdtLXtRV5dB5EZM6NRqixVOdPcfpvs7IDjk91+ByM3W8qACE8ptRj4GvD/aK0PWevHA/u01keVUjOAmUhExQmDH8nZGZLNNt83aiYbnhnxzuiPxOMUQSplewcQe/55+MEPuPnmG/iLv7iG3IQH8A1mzXqWwy+9xGfPPpvHcrROGeI7O5n9gx+4TNbTw+SGBqK1k4lE+k+LyqSqZCM9czn6IZtzIpOEZ4IATckvK6j4nZ4YjRvEQfHkk9JMJLtnIOuUfzC+s5deKoRZs/hRjtZguZW++lVWrzYkuwvXRlgMlKWIzpbwbMKzZx7a8PPMBrHfHWvpLkwAmgFKqceRcVGplGoH/gkZWaOA9UopgEbHI3s+8A2lVBJ5/v9Wa73P98DHATaJDVhFMGRnmCAahQ99SLZVVsL48ZTG40QQsjNSXkd3N1VPPskVj13C5ZdPZ926i5wDZvcuJhJf5NI7vscz997LwltuASQAIxPeRlTpI/E49Y88Iiud4guxhgbq6manJr+b9OQ28fllTfaSXiCJJRvZeRnWsIOTot0OKjahJ2vXGgcFiBqbTbIDuIZ77jkLgLPuuJRVAZ7ms4Cqyy8H4O35V/DEtdDd/SausyKKKevjJD+mvFw8tOCSnQlNGQhOlDobSngZoLW+2mf19zK0/S/gvwbbqaGALb35fc85qLzTywzZlZW5Ep6jgkVaWylNJilBwlOMlFe+cSORBx/kjju+ybp1X3YOliuc4j2effZfuKvha9x2tYTK7nv8cV7Lssc7wCYg4UhO9Y8/TsTJSV7Q1cW0OXMoL69Iy/iRabAbEjTbCwvTzWy+O/iJjt4/sHc2Ul15eWpu7PZNsHmzBBVLnJ3xxkJum91Crr76am7pXQnAj599lniOPcCJtbrjDgAefBA2bjyIK90VYko7FheXUVXlEt6YMbK/kfBs/s5FfH4S3/GW7gxCwhvmyGTXM9sykqCfHQ9ShEdVFaVtbUQQ83YCieNpBeoefZQzFyxg5cpLAVix4ibggRw9fYEVK05jztOilF3x5pv0NDZmtQ10IaQHQrpnrl9PpUnV29FBbM4cYjU17CsvTcvr5gdb8jt61HVu5LTh+X33soBFdociFbS2kkoEsGGDmUHxAvJiyBV6AlDPuef+Az9a9gybltwOkPXlYHApEuz9TOuZgNgJJcXUHkS6iyH2u5i5xSnCs50WQZwVmWx1J0q6g1DCG5awnReZJL6s8Ep5RgUzhDdunDwFU6YQa2vjAO6sy0OIYhTr6GDygw9y29qFADz33EVs3vxbyJqkCOA/WLJkIgCNjZv5wnWn8/3m5qwBtKZE+G+cfpzZ1MSM1laZENrQAPX1VNTWUlFdzYFESVoBtiEd/F4WsF3A0ShHIjGTM5VXXnHJTubG/prcMygMZlNX97/53arfs/2cJWwIuFctcFZDAwduWsGDS2Xdnj0tuJ7ZCKLKjkWpcVRXu7faJjzjrBhMsPGJclyEhDdCkMmul1PVNbUQjZQHMvqrqmDSJJg6NUV6hyBVfvFtILZ+PdE77wTgu9/9JvPmfQ1YFqC33wSgoaGMV1/dwV9fdTo/bG4O5AXa5vz/vu5u6tatI9rSIgwzbx6cfjqxmhpilZX0VUl25p4et+SggT1VyveB9vNme6U7xxRwoEcebFODwmQqbmw0KZ4akUQAuWa8GtRTV/e/2fHka7TMO4e1AfcCWArw7//OnXfC+vVGinwdqSF8FMmQXA5UUl3t3mJDdoa7zbxaP3ilu0yahY3jJd1BSHjDFoMOUQH3QbZteSBPwLhxMr1hzx4JR0EkrUPO0oWY2+sfEDX2zHnz+M53PscNN6wAVgY8i39i3rx/prFxB19Yfi4/bmwMpLbtQhwo+4CPNDVR09wsuavq66UwUE0NBVVVAMQqK4k5+eOP9BZkNcH12+ATwNdXVEIi4ZT9aBXNGtLJbtMmk7xzC0J42bKe2FjIuef+A79b9Xta5p2T05ttYxkQefBBfrT9TOSWGEm7HQlDiTlLZUq6M1lpvISXK/edHwY17XEIYRKAjjQMe8Kz4SfF2W9gXynPS3a9vS7hGXteZSVMnQodHZS3ttKD67E9hDgw/uiMro/cey9/t/p0tn25gYcfvgp4MmDv/4mGhq/x9NObueKJa6h4/PGs3luDfQiV7AO6kklqfv1rKrdvF9KbMwc+/GFpOHUqJvVKSTRKiUmpbIl2/R7WoiJZV1SS5oztcYrd7N8P776bKvkBSHWx9BoULyOEF7TA6zVcffXV/GjZM2w/Z0lekt35QN2Xv8zL597APddBIrEFN2rqACYEBcYBE6ip6U92NuGNHu2f+y6odOdVbY8n8YUS3jDGoG154I5oQ3ogT0EikVbBLLp3L+Xd3SnCO4BIWcb2VtrURPXtt/PQ2rVs334tmze/RbAYPYBvsmTJu6xc+SNuu7ee6ltu4SmyByiDm0R0HyJx/t/2zj26qvLO+58fuXgkgQkhhCAXQyUVERlE6lCrLEcZtS4s1amXrrFqp46v76gjq9V6iWvqar3QhW1pdd52oOOLuqZ1rOMNV5WCU0ehMANqalBDQY0GSiQgkQCTksAzfzz7Ofs5O3ufvU8Scznn+a6119n72bdnn8v3/O6/2rY2Jq1ZQ3lTkyY9IN2BaPz4TP3NCjYb4b2a9ywYgWJ6lJveRq2tWqLbts1vkq1bKW7F70ERVpI9DCngDpYsmcNt3feybtFdiW12oAOMz5k3j0PLllP/19DYuBWtxu62jhqDJrvxjBo1Jk14tsPC+Fygf4KMB0O6A0d4Dg4OBQRHeAWGoAoRlABD1Vqzbkt7JnC2pkZLSHv2UNnYmHZcGLXWRF9vB0a+8AKVixfz9NPLOfXUenbtupnkCSmPUF//ARsv+jbPvbaA2087jScga+6twW58iXMPMKmlheO8XNPS2lrdqau2Vi81Ndo+OWZMprRXXk63l0xnJDoj1Zk2vbt2acmuuRm2boX33+9EN8YGv2dsIz27i0VhHnA7r71WxJy7v8RTq1YlsmEa1ABX1NTAs8+yeDG8+OIutCq9C18+Ho2W7o4DJqTfhvHjSTdNigpD6a06O9ChKDYc4eU5sqm1kLAYqIHRabq7fbW2pib9yy9tb6eypSVNeoe9V9Ck0wTMXrGC8VVVvPjifcye/WOU+jqahpLgZVateptj1/wLWz9QXHHLZWz51a/SKl62oNtO7/4H8MkP4LjmZqqbm7Uzo66OtD43caJWcauq0nZMQ3hpp8Qerb62tMDOnb4au3UrKPUBfv810MRnN8mOQjVwDQCXXnoWTzzwIZx4Iss6OxMFFRuMBq4HWL2aO5dVs2LFfrQJ4QM04RqHSxUwHpjA5Mkppk3Tj2+0e1udDda+i0NYauNgY6CcFiJSiTZU16JDUy9TSvUIsBSRq4G7vM17lFKPeOOnoWtyHgv8GrhZKaVEZClwEfrn9S7wdaVU7FejYAjPINs/a1Ypz0bQnldRoWM6OjrSok5FWxudnZ1pKc98EofQmRHFwJz772dWRQXr1n2bL3zhp+jiMUmCbQF209l5Eccf/4/ce+8T3Hntb5h5+eUAvNLezkbvXlHYgdeAyNs2kmh1UxMj9+7Vz2EC9UysiifRGsHgwAFNdjt2+BLd9u3aC9vWth9NKu+jpVdDeHE2u9HAlxgz5nJdzw44b9O9/OH4uxLlxtooB24EWL+e778wi/vv7wJe9eZinBRjvKOrgUmkUtVpsgva7uJSyLJJd0kkvYHEAEp4twMvKaWWiMjt3vZt9gEeKX4HmAso4DURec4jxp8Cfwf8F5rwLkCn4KwB7lBKdYvI99HprhnXDUNBEF4Sh0WilLMwXcaotWPG6OqaBw+mXZTVDQ1pUjHfLROc/CE6K2Pubbdxxo9TvPTSP3DuucuB/0tySQ/gu9TXz+dnk2/lxfWaLOc/fS/z7rqLjcAWMs3yNvZDutKLeSeOAtVtbZSbZhfgJ/lXVEB3dwbhmT7kJtykqQn27dvnPaHpE7sjwTMdD5wFLOLee1Pc+eW30VVR4cmWltiqJ0GMRpNd6Usv8ZPNZ3DHHQBr0Y6KPd6Tj8Fvmn48MCWt1U+cmHZah6aQQW7kZzAUgo5hQAlvEaRrNDyCTqMJEtP5wBqTdy8ia4ALRORlYLRSaqM3/ijwZeAFpZSdo7kRL7wyDgVBeEECiwtLMduRBGhLeJCp2k6cmHZZjjh4kOpt2zIIrxtfnTSkN+eWWzjnAVi//h8488z/j1K52PQAXqGl5RVOPrkegK99rZ6VR+qZf9edzH/gAd7s6uI9dHjMATQB6wpvPtEZtfsAuplQqr2d4tZWGDdOizl2WoaHgIOa1lbYt68LLc/uQ6uMnei8VLsxuQnuHQNMBWZTUnI2t9wC991zFK65iqaTH0tUqTgMNXhq7Pr1/GTzGdxyC+jfhyG7IjQlTsBvtHQ8dXVFaWf15Mk9VVlbnQ0iW45stqDjAvDSjldKmQDLVrTdIIiJgF24cIc3NpHMRGozHsTfkjC+qyAID+KlvDBVN9aBYbZt1ba7W0t6XrJqqqOD6tbWDMIzZaTa0UYNurqYc/PNnPH9Thoavs0FF/yYXbvuJXm4ioEOZH7ssRk89thibr31PpZ03sesZT9k1sqVtDc2sgPtQDnkzcX8PFNooiu1L3fkSGgDjC6vemFY9XYfOvFek8pofGIp8baPA07klFOqueYa+Obio3D77XxctJRnIFEPiiBMbbsrampg9Wq+/8Is7rjDkF0jvqxrk52e14QJZUyfTlqdzabKBkkviSobVaJssJAj4VWJiF3TcrlXzxIAEVmL/p8Joj7znkqJSL/WvgwpQpwVBUN4YU4Lsw70IMGcVFs708DUe7O65Yw+coTutja9G7/B9iF80jsKzL7tNma1t/PGG/dx8cX1bNhgcgiSBicbvA1cx9Kl57J06d9y003fZPEz3+Qzzf9BxfPPw29/C2+9xf6urrQz5Si+1DcSKB43TntpjU5nBSGbQsnB9OKqKujsLKGtbRI+qZgr62DtkpKxzJwJZ58NCxfCObXvwbJlHCp6kN+QPLEsiPnoODsAnn2WO5dVezY7o8aGk924cWMBHY5o2+7+7M/8UlAmwLg/qqHkFPv5KSMHwtujlJobtVMptSBqn4h8JCITlFK7RGQC4RaWnfhqL+geOS9745MC4zuta19DoAhxHAqG8KBnmlmc08I+J9aBYSQ9W8ozElJ3N5Wb9R/k0Y6O9FX24JOeIcGZ99/P+D17+N3aZVy3+EoAVqyYRvI0NBsvAS/x4IMLefDBi7noonO45ppz+PIDMGLdK4zevJnRJgVixw6/YF5xsa/P2aVCAilkpm7nAa9qQXm5Vgfb20vo7h5LcfFYysu1ll9Xp4+ZOxfmn3kUnnkGlq2kfdUqfocuWd9bXIHOoDi0TAsdixfjeWNfxVdjQZPdJDTZTWXUqAnpuOsTTvCjcSoqtEk2zG4XRFJVNkku7UBiAAuAPgdcDSzxXp8NOWY1cJ+IGA/SeWiHxMcisl9E5qGdFlfhlRqKKkIch4IiPBtJnBaxXttg2hlkqrYh3VCqGhq0N9eDUS+NTa8bmL5iBZU7drDcKzgwe/Y8brjhcXQxgbgqK2F4HnieVavOY9Wqc5k6dQYLF85nwYL5/MXf6CPGy25Nert2acNcV5f+tRunjBHhUik/kKNKvxqiM8UHiop01l1NjSa78bLb9D2EJ9fC1av4sLmZhl4+jcE0tKU69dBDvP75G6j/az2u4+w2or2xYTa7aYwaNYnZs7VUB5qQTcxdlN0uH1RZgwG04S0BnhCRb6A9WJcBiMhcdIHgaz1i+x46xxDgu1bh4L/HD0t5Ab9I4kOEFyHOCkkoCX6qmDt3rtr83335j88NUU6LbPuiDNBAZr+G7m4/GtdY8k28Bujib2+9xZ6ODlrR8r0hvaNodbIa/WOedMop+pzbbuPNU/6G66+HDRt+Q3w9vTh8AR3M+zk+9zntTJg3T6t106f7NqzR5Uf9Z7J0Oju1zCyG80cc2O/HqjQ16eTZjRvp3KS/y39AxwHGFWuPw5fQJZ7453/mF1tmsWSJSRcDTaOm1FOQ7KYyatQkZs7MTCWurfXDDU2Mtf0/Fle+Pe47E/xzHQxIUdFrRjUtLZ2ramp6tJoJRUuLvJZNpR1OKEgJL6yCSpR9L7HX1q6OaUt7dg8Hg5ISqhoaGNHRQTH6Q/gYv+DAbrSkd6ixEYDPXnsts276Pb978S7ue+g86uvnAyuIr54chfXeModNm04DYNOmGaRS0zj1VJ8IJk8eQU3NyB7J86Ve9F7pgQOUmjQLk2Kxc6cm98ZGaGjgj52dfIgfhbc9bDo5YA46EKv0nnvYf1M999wDDz5oCgEYGt2F9hCbODvfZjdq1IR0sRj9jPqMceP8ZzROijjJDoafKmvDZVoUGIL/zFH2vTDVFgJf3rBMDFNVJQzFxVRu2UJxW1ua9Irxw0b24IeyHOrsZNrSpZQ3NHDnjTey8Pdf4u67b+LppxcCvyB3b67B6/gUNIPOzhls2HAiGzbUMX16CSedlK4ilU68mDQJSo2ro7U1M+q4qQneeYfupib+iI4h+NBbEhtZIjAdbdWuufhiuPtunmuexUNfMfXsXkeH8Rh7+GG0+yWT7MaNG5t2Thiy86pjpSW7Y47J7qQII7soVTbOVjyYKNTUslh3kYg8LCK7RWSLNXa3iOwUkQZvudDad4eIbBeRrSJy/qc1cQcHh97DNeKOxkq0gfDRwPiPlFIP2AMiMgPtNDsZHWi1VkQ+q5RKWuxswBDltLDXzT+xvR4VuweES3lBBDq+jG5spLS1lVJ0DFw72vJ0GL8NdDda1Z2yZg3HNTYy62vreGrZjTx15VQeeKCeDRu2op1h8Q2/e8LcZZO3vg/YR1NTHR99VJ3OMDOPNHYsjBZPwjPli7ds0csbb9De3p6W7szSW1nGc6AyD903lltv5cO5l/DQQ7oHhS7L/rZ3F7vXuy7gqa2hWrqbMKEsrarX1WlniompBr8/UxLpLsweF6cdGAwF6Q5cm8ZIKKVeEZHahNdbBDzuNeR+X0S2A6cDG3o9w08RQZJLar+LUoPTCNrywvYZi3gqRaqpiUnbtlGKVsRS+L0x8F734JFgayu1S5eS2riRSy6/nEvWfp1HnzyRn//8Vl591TSYexk/QT4pjnh3GYMmjGPZty9Fc/PodDGYAwdMWq33t9/RoXPLWlvh/fc51N7OHrQ90hB3rj/tarT6OguoOussPXjttRz6ylWsXAmPX2m6izV6z7eXTHsdmJp2OgRlCnV1Remg4rCSf9CT7IKIIzuDuPWhQHYG+Sa9JUFfbHg3ishVwGbgW16i70QyDUpRqSCIyHXobHmmTJnSh2n0DVF2uqj12H/oKAdG0AJuOsB4pDeirIyapiZSnZ06tQtfZulEU8x+fGmv5tVXqWlogP/8T65atIir1l7KU8/rGM3HH7+SJ5+8EqVeR4fybsWvDhKFMd6SQns2AY70aC+bgSNH/FjDI0fS78oItLRajp9KF4UUJm0fPoP2TnPppXDFFRxeeAmge9Q+c41ukq37xr6HdkzsRxO16TA21ruqLvGUSlVz0kma6IIFAWybHfQkuyR5shDvlTXHDiWig8K14fWW8H4KfA9d2eB7wA/Q+WyJ4aWmLAcdltLLefQb4oguymkRG58H0ZKesZBbBQgqtm9nZEsLI/ErrJjGQKYQwcfe6/6ODmp+9StGb9wIq1dzyfnaZHrJz77I7xZXsnbtHNauncO6daDUdjTpGaI4iCYLkzdxLH5NOF0mqaRkTIbnMpXy+jiI9VxWnF55ayuVnke61Luambf5bdnZHJVosjsO4KyzYMECWLCAj6efwYsvwovX6nNefhlaWvbiOyb2oVspp7UcOwAAETxJREFUpkLmDXaJJ9vhYoKK7WcyTXiSeGXD1FOzP6kDYyhBqaE3p08bvSI8pdRHZl1EVqAjW0GnfUy2Ds1IBRkOSOqpNciZ9ILF1EpKfDbxiKO0ooKa5mbKvQBlox6asJWj+L1vDwMVLS1UP/YYpSa4d/VqzjjzTM74ypnceOMMNm6EzZun0dAwjXfe0Wa3zs6DaNIzBaKOoGmqDChj3LiiNFnU1mp7Vw+nsyl+Wlub7uhW2dysS2PhS6Yj8L9oKSCVSulzTjpJ99Y47TT4/Od5u7WSdetg3c90nPK2bUap/4BMojOxdeWY7mJQzahRWqWtrfUluokTtTe2qkqni5kMCjtbLvix2IhTW3P10A4dKJL3Eckf9IrwTG6ct3kxpKv3PAf8QkR+iP7jrqNvWUMDimzOiigbXmwmRhiCDXKKi7WoUVbmiyBVVZS//74+vLk5XVbKkN5h/HxcQ4AV23RV4cpt2xixaROsXUvln/85F86ezYXXnsrHqeNoatJhcjt2lNHaWsYeL+vKTv4PJlfU1GjyqKgwEpFH3hUVegfouU+aBDNnMuLAAUZ6qnnaVmm8A+PHawaaNg2mT+ePnZU0NEDDz3Rzn8ZGaGo6gpZETZiJkUhBk1wKTcxjMN3FDDFDpkRnS3XBIp5xKmy2YOLg/uFFdqAJL64bSv4hlvBE5JfA2eiKCTvQhfrOFpHZ6HetGfg/AEqpt0TkCbTrrBu4YSh6aLMhKenZx8ba+IKlNuxy8eD/Co85Rudk2WwDUFPD6J07M/remmrKRlU8jK8CHwbKm5oY/e67mkXWr4fp06k84QTOqKvjjDO1+PPRvlL27tXn7NnTswKUKQxQVuY3aNNT9uZtGpJXVGiWMbm4BuZ5jNEMOFxRne5itv1x/frOO/Duu1ry7Orai5bk9qOlOYMytPpdjmmlaLdRNAv4TgkTMG2IrqzMz5aLs9VlI7sor+vwITuDoT6//kdBppYlQS4pQlGpRaEwhBCsrWTaftnNIUwzV5OqZTIZWlvp7OrKKCFv360Y0h7fkUCpSWy1o4dtEQgy2OFw94ge5Z6MNJRKWc8W5s3wDjpaXJp+lLY23a4R/FhlszQ367GODtPj7SCa6OzslBFoW10ZMJqSkrK01GlejSQaeJR08c5gQLGZahjylezs1DKRUxX8NuGZY1xqWb4jLi4Psnt2I4kvzLZn61e2I6DMK5o5dqz/i/b636ZaW0m1tUF7e5r0DO0ctV4PA3R0UNrZqcNIDOOY6431PJsmKM30pQ3LoC/W+SDm2bqLR9Lt3fd//scvA7hvX2ZhULOAvr3hcjPe1dWJJjnjRClB2+lMdb4UImUZKraZui3J2TF1UdNPosKazzbsexDcZ38PgutDG86G5xBAnMoaFpAcdGxEqrg26QUdGUaXTFm2sooK/Qvfu1f/2g1btLeTamsjdfBgugrL0c5OTLmpEVjpNAcPap0OMiVK0Nc19zD3M+q1vQSa+Nidy8I6mNnr4G/bAc0+wR3rvY4glSpi1Ci91/hGDKnZiy3JGQ3bthAYFTb4Nod91gZxZBd2bORnPaThCM8hgFzCUqJ+ILF2PfCrJgclPdC/ZmNEM6Q0fjx88kkmg3iEN+LgQUYYNdkuXGD/+ru6fMYKwsTXHbF+EPa8PJgap0GiCy62bdB2jJgqWprkiiguLskQcI1X2HY6BJcAF6en2lepLmo7GzEOL7JzEp5DAEmltzDS67WKa36hwTHDAob4TLMgwzRmHfz18NrrPhvYpGpb8u1Eys5On4xDYIrBBKrAp6d9zDF625BXUZFeD6Y12WGJtqMEfOnNHrdJzl7st9Cs2682ekt2YWFJw4vsQBNeV+xR+QZHeA4OBQkn4TkEECbZBePwcpHyzDnm2mmEiR9BMSWV0mKREXeMBHfggFZl//QnX8Iz2yENeHpc35bwbF3SLgqXLc+KzHoI5hL2bUyIIWgtOTiNoiJf2w5Tae1ts24LqUVFvgc2+JYmlezs8fyX7gwc4TkEEEV69r6kpAdkEF+sXc/A1tW8jIa0mmmHtBg90Q516erS5BdWiBR8J4bNHDaz2HpjYH6GpLq7fUIDfRlDRt3dfun3MNhkZ86xM+6g5xTMq5mueWvCCC+I/iC74eeRDYOT8BwiEGXDCyO2bKRnzgFfOrTH0giz4RlDmJHUjMRnWMXsA1+qy0Z4pvmEgRHTbNdmaFhK5jRtYjNjqZS2s5nb22RnPxaEE579Cpm3N9PL5ozojVRnj8eRXWys5bDBcJ9/7nCElxBRKm22kJUwp4W5VqLQFYMgS9iEaBNgMKg5qppjmAMiqD4HvcXWWDGZh9qXOPZYn2uT3s6QXjDbLtsxwbcom9adjdTCxvMjzi4OTsJziEGUSmuvZwtRgZ6xe/ZY8Ng0on7Ndppa0EYXRnLB/WH3CIsJDFFn7dOCGndQ4Iy6lX0be90InkbbjvK4xpgWE6uvYWP5TXbgcmkdEiH4he+NShskuFinho0w/S0oAYaRXDayC7t+GBOFqLQGdnifUWGT3AYyCS6JmpoL0UH4e5pkLH/JDpyE59Br5KLSRnl5w5wa9vV7IO5Xbx+TlOzCzg0jwJApBLXsXG4RXE+yHUTYe5RUqrPHC4PsDPLxmbLDEV4/IUq6s8kM6EF82cgw7JxQxLGBzUJJiDKXa4cc0h+3SHqNpERnj8cRXXA7P8nOSXgOfUQSO17YMdAzBS3sR5nYOxhki6DKmyuynGsLkZ/SLUIRpbaGHZPEVhc2lr9kZ+AIz6GPSKrSJhkLu6b9GjwuEn1hooQYgFvESnNhx/WH/S4/4ZwWDv2IoEobDEGJs+OFkVqv1N08QBKiyybx9UbSy+f3U0PhbHgO/YpsoSlmLIkdL0wtDl4rjgCGE6LmnlSay7YvCdEN5/cuNziV1sHBoSDgnBahEJGHgYXAbqXUTG/s34ATvUMqgHal1GyvYfc76EaoABuVUtf396SHE+LsdVGqbJh3N6maG7Y9lKWWuLnlor4G9zs1NgqO8KKwEngIeNQMKKUuN+si8gPgE+v4d5VSs/trgvmAbGpTtvg8+/xc1Fx7f9R22DkDgST3DJtr2LnZnDe99cwWFgrvmWMJTyn1iie59YCICHAZcE7/Tit/EbTr5WrDS+qxTRK2EUUsUddIgt6ck5Tgwo7P5tBIQmyFSXTgvLS9w1nAR0qpbdbYVBF5A92C6i6l1KthJ4rIdcB1AFOmTOnjNIYXwkJXzHZYLF424gvbH7xPcD14XhRyJaIk6C3J9sYra48XLrFFwam0vcFXgV9a27uAKUqpvSJyGvCMiJyslNofPFEptRxYDrpNYx/nMSxhh66YbYj3yiZVZ+NIoi/qZV+PjZtDErJNSoKO7KJQeISX+zfUg4gUA5cA/2bGlFJ/Ukrt9dZfA94FPtvXSeYzomLEbFU3mz0vuN8+JowAgkuS+QWXsOskkdzClqj5ZXuebO+Jvb+wQkxyhYnDS7L0HiJSKSJrRGSb9zom4rirvWO2icjV1vhpItIoIttF5CeeGc0+71siokSkKsl8ek14wAKgSSm1w7r5OBEp8tY/A9QB7/XhHgWDsB9mGMkE9xlEkU82ggk7L24Ju2aSJQy5zjlqDsFrOaJLAqPSJln6hNuBl5RSdcBL3nYGRKQS+A7wF8DpwHcsYvwp8HdoLqkDLrDOmwycB3yYdDKxhCcivwQ2ACeKyA4R+Ya36woy1VmA+cCbItIAPAlcr5T6OOlkHKIRJfUlleaC10lKSkHkqrbGkWfYnLI9Q5w054guFwwI4S0CHvHWHwG+HHLM+cAapdTHSql9wBrgAhGZAIxWSm1USil0pIh9/o+Ab6PZOxGSeGm/GjF+TcjYvwP/nvTmDrkjTK0zY1ESnP0avE7cWBhyJb1c7hN27WzP5QiutxgwL+14pdQub70VGB9yzESgxdre4Y1N9NaD44jIImCnUur3AS03K1ymxTBFUMqJ2hcm+YWdk+36UfuSklM25HoNp7L2F3LKpa0Skc3W9nLP6QiAiKwFakLOq8+4o1JKRPrsoBSRkcCdaHU2JzjCywNEkVrYvmz2tGzbYefnQjrZCDbuOlHqrENfkVhd3aOUmhu1Uym1IGqfiHwkIhOUUrs8FXV3yGE7gbOt7UnAy974pMD4TuAEYCpgpLtJwOsicrpSqjXbg/RNN3EYkghzdoR5P6PO6a2dL4m9LuxeSZ/HoT8xYE6L5wDjdb0aeDbkmNXAeSIyxnNWnAes9lTh/SIyz/POXgU8q5RqVEpVK6VqlVK1aFV3ThzZgSM8B4cCxYAR3hLgr0RkGzqyYwmAiMwVkZ8DeI7N7wGbvOW7lrPz74GfA9vRYW4v9GUyTqXNc2Qz+Mcd1x/3chiqGBinhReXe27I+GbgWmv7YeDhiONmxtyjNul8HOEVIBwxOWgU3vfAEZ6DQ0HC5dI6ODgUFBzhOTg4FASchOfg4FBQcDY8BweHgsBRXAFQBweHAoJTaR0cHAoCzobn4OBQUHA2PAcHh4KAk/AcHBwKCo7wHBwcCgLOS+vg4FBQKDwJL0lPi8ki8lsReVtE3hKRm73x0G5EovETr8vQmyIy59N+CAcHh1wxMF3LhhqS1MPrBr6llJoBzANuEJEZRHcj+iJ+h6Hr0F2HHBwchhwGpB7ekEIs4SmldimlXvfWO4B30I00oroRLQIeVRobgQqvtLODg8OQwYAVAB1SyMmGJyK1wKnAfxHdjSiqA9EuawwRuQ4tATJlypQcp+3g4NA3KKBrsCcx4EhMeCJSjm7BuFgptd9ujdabbkRe16Pl3rXbpKjoILAnl2sME1Thnms4IZ+f63h/85PVsKoq4bl5834kIjwRKUGT3b8qpZ7yhqO6Ee0EJlunm05DkVBKjRORzdk6Iw1XuOcaXsjz56o120qpCwZxOoOGJF5aAf4FeEcp9UNrV1Q3oueAqzxv7TzgE0v1dXBwcBg0JJHwvgB8DWgUkQZv7E5096EnROQbwAfAZd6+XwMXorsMHQK+3q8zdnBwcOglYglPKbUOkIjdYd2IFHBDL+ayPP6QYQn3XMML7rnyGKL5ycHBwSH/4RpxOzg4FAwGnfBE5AIR2eqlot0ef8bQhYg0i0ijiDSIyGZvLDQFb6hDRB4Wkd0issUaG/bphBHPdbeI7PQ+twYRudDad4f3XFtF5PzBmXU8XApoMgwq4YlIEfBP6HS0GcBXvbS14Yy/VErNtkIbolLwhjpWAsHQhXxIJ1xJz+cC+JH3uc1WSv0awPsuXgGc7J3z/7zv7FCESwFNgMGW8E4Htiul3lNKHQYeR6em5ROiUvCGNJRSrwAfB4aHfTphxHNFYRHwuFLqT0qp99GRB6d/apPrA1wKaDIMNuFFpaENVyjgNyLympc6B9EpeMMRuaYTDifc6Kl2D1tmh2H5XH1MAc1rDDbh5RvOVErNQasLN4jIfHunF7KTF27xfHoWtDp3AjAbnfP9g8GdTu8RTAG19+XZZ9YrDDbh5ZyGNpShlNrpve4GnkarPx8ZVSGQgjccEfUsw/pzVEp9pJQ6opQ6CqzAV1uH1XNlSwH19ufNZ9ZbDDbhbQLqRGSqiJSiDcTPDfKcegURKRORUWYdOA/YQnQK3nBEXqYTBmxXF6M/N9DPdYWIHCMiU9EG/v8e6PklgUsBTQil1KAu6DS0PwDvAvWDPZ8+PMdngN97y1vmWYCxaO/YNmAtUDnYc034PL9Eq3ddaPvON6KeBZ2J80/eZ9gIzB3s+ef4XI95834TTQQTrOPrvefaCnxxsOef5bnORKurbwIN3nJhPnxm/bm4TAsHB4eCwWCrtA4ODg4DBkd4Dg4OBQNHeA4ODgUDR3gODg4FA0d4Dg4OBQNHeA4ODgUDR3gODg4FA0d4Dg4OBYP/BSjVxXK75hcPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_SKIP\n",
    "\n",
    "# Let's see what we got....\n",
    "plot_image(v[0].data[0], vmin=-.5*1e-2, vmax=.5*1e-2, cmap=\"seismic\")\n",
    "plot_image(v[1].data[0], vmin=-.5*1e-2, vmax=.5*1e-2, cmap=\"seismic\")\n",
    "plot_image(tau[0, 0].data[0], vmin=-.5*1e-2, vmax=.5*1e-2, cmap=\"seismic\")\n",
    "plot_image(tau[1,1].data[0], vmin=-.5*1e-2, vmax=.5*1e-2, cmap=\"seismic\")\n",
    "plot_image(tau[0,1].data[0], vmin=-.5*1e-2, vmax=.5*1e-2, cmap=\"seismic\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "assert np.isclose(norm(v[0]), 0.736816932, atol=1e-4, rtol=0)"
   ]
  }
 ],
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  "kernelspec": {
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   "language": "python",
   "name": "python3"
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "pygments_lexer": "ipython3",
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  "widgets": {
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 "nbformat": 4,
 "nbformat_minor": 2
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